@incollection {NIPS2003_AA01, author = " Alexander T. Ihler and Erik B. Sudderth and William T. Freeman and Alan S. Willsky", title = " Efficient Multiscale Sampling from Products of Gaussian Mixtures", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "nonparametric density estimation, Gaussian mixtures, multiscale representation, KD-tree, Gibbs sampling, importance sampling, belief propagation", } @incollection {NIPS2003_AA02, author = " Mark Girolami and Ata Kaban", title = " Simplicial Mixtures of Markov Chains: Distributed Modelling of Dynamic User Profiles", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "Markov chains, mixture models, sequential data", } @incollection {NIPS2003_AA03, author = " David Blei and Thomas L. Griffiths and Michael I. Jordan and Joshua B. Tenenbaum", title = " Hierarchical Topic Models and the Nested Chinese Restaurant Process", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "infinite mixtures, hierarchical clustering, Gibbs sampling, text clustering", } @incollection {NIPS2003_AA04, author = " Ben Taskar and Carlos Guestrin and Daphne Koller", title = " Max-Margin Markov Networks", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "graphical models, kernel methods, large margin methods, machine learning, Markov models, PAC bounds, structured data, statistical learning theory, quadratic programming", } @incollection {NIPS2003_AA05, author = " Thore Graepel and Ralf Herbrich", title = " Invariant Pattern Recognition by Semi-Definite Programming Machines", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "semidefinite programming, large margin methods, support vector machines, pattern recognition, invariances, kernel classifier", } @incollection {NIPS2003_AA06, author = " Matthew Schultz and Thorsten Joachims", title = " Learning a Distance Metric from Relative Comparisons", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "learning to cluster, learning a distance metric, support vector machines, document clustering", } @incollection {NIPS2003_AA07, author = " Ji Zhu and Saharon Rosset and Trevor Hastie and Rob Tibshirani", title = " 1-norm Support Vector Machines", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "classification, support vector machines, feature selection, 1-norm SVM, regularization, curse of dimensionality", } @incollection {NIPS2003_AA08, author = " Koji Tsuda and Gunnar {R\"{a}tsch}", title = " Image Reconstruction by Linear Programming", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "image reconstruction, linear programming, sparsity, $\nu$-trick, denoising", } @incollection {NIPS2003_AA09, author = " Stuart Andrews and Thomas Hofmann", title = " Multiple-Instance Learning via Disjunctive Programming Boosting", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "ambiguity, multiple-instance learning, boosting, linear programming, disjunctive programming, convex hulls, linear relaxations", } @incollection {NIPS2003_AA10, author = " Tijl De Bie and Nello Cristianini", title = " Convex Methods for Transduction", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "transduction, convex optimization, combinatorial optimization, relaxation, margin", } @incollection {NIPS2003_AA11, author = " Kenji Fukumizu and Francis R. Bach and Michael I. Jordan", title = " Kernel Dimensionality Reduction for Supervised Learning", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "dimensionality reduction, variable selection, feature selection, supervised learning, regression, kernel, conditional independence", } @incollection {NIPS2003_AA12, author = " Bernd Fischer and Volker Roth and Joachim M. Buhmann", title = " Clustering with the Connectivity Kernel", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "clustering, computational complexity, dimensionality reduction, digit recognition, energy function, kernel PCA, energy function, unsupervised learning", } @incollection {NIPS2003_AA13, author = " Haifeng Li and Tao Jiang and Keshu Zhang", title = " Efficient and Robust Feature Extraction by Maximum Margin Criterion", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "feature extraction, linear discriminant analysis, small sample size problem, kernel methods, face recognition", } @incollection {NIPS2003_AA14, author = " Thomas Strohmann and Andrei Belitski and Greg Grudic and Dennis DeCoste", title = " Sparse Greedy Minimax Probability Machine Classification", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "minimax probability machine, probability bounds, sparse approximation, greedy algorithm, kernel classifier, model selection, feature selection", } @incollection {NIPS2003_AA15, author = " Jaco Vermaak and Simon J. Godsill and Arnaud Doucet", title = " Sequential Bayesian Kernel Regression", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "kernel regression, sequential data, Bayesian estimation, importance sampling, reversible jump MCMC", } @incollection {NIPS2003_AA16, author = " Claudio Gentile", title = " Fast Feature Selection from Microarray Expression Data via Multiplicative Large Margin Algorithms", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "online learning, feature selection, DNA microarrays, large margin methods, linear classification", } @incollection {NIPS2003_AA17, author = " Liva Ralaivola and Florence {d'Alch\'{e}-Buc}", title = " Dynamical Modeling with Kernels for Nonlinear Time Series Prediction", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "kernel methods, dynamic Bayesian networks, chaotic time series, preimage determination, Kalman filter, support vector regression", } @incollection {NIPS2003_AA18, author = " Max Welling and Felix Agakov and Christopher K. I. Williams", title = " Extreme Components Analysis", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "PCA, learning, probabilistic models, feature extraction, dimensionality reduction, Gaussian density", } @incollection {NIPS2003_AA19, author = " Nathan Srebro and Tommi S. Jaakkola", title = " Linear Dependent Dimensionality Reduction", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "dimensionality reduction, factor analysis, semiparametric models", } @incollection {NIPS2003_AA20, author = " Xiaofei He and Partha Niyogi", title = " Locality Preserving Projections", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "dimensionality reduction, manifold, locality preserving, Laplacian eigenmaps, kernel methods, Laplace-Beltrami operator, graph Laplacian", } @incollection {NIPS2003_AA21, author = " Denis V. Chigirev and William Bialek", title = " Optimal Manifold Representation of Data: An Information Theoretic Approach", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "dimensionality reduction, rate distortion theory, manifold learning, data analysis, nonparametric density estimation", } @incollection {NIPS2003_AA22, author = " Dengyong Zhou and Jason Weston and Arthur Gretton and Olivier Bousquet and Bernhard {Sch\"{o}lkopf}", title = " Ranking on Data Manifolds", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "ranking, manifold, kernel methods", } @incollection {NIPS2003_AA23, author = " Yoshua Bengio and {Jean-Fran\c{c}ois} Paiement and Pascal Vincent and Olivier Delalleau and Nicolas Le Roux and Marie Ouimet", title = " Out-of-Sample Extensions for LLE, Isomap, MDS, Eigenmaps, and Spectral Clustering", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "eigenfunctions learning, dimensionality reduction, spectral methods, kernel PCA, Nystrom formula, local linear embedding, Isomap", } @incollection {NIPS2003_AA24, author = " Noam Shental and Assaf Zomet and Tomer Hertz and Yair Weiss", title = " Pairwise Clustering and Graphical Models", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "graphical models, clustering, approximate inference, unsupervised learning, belief propagation", } @incollection {NIPS2003_AA25, author = " Thomas Minka and Yuan Qi", title = " Tree-structured Approximations by Expectation Propagation", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "approximate inference, Bayesian inference, Bayesian networks, belief propagation, Boltzmann machine", } @incollection {NIPS2003_AA26, author = " David Barber and Felix Agakov", title = " The IM Algorithm: A Variational Approach to Information Maximization", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "information maximization, mutual information, lower bounds, variational methods, information coding, population coding", } @incollection {NIPS2003_AA27, author = " Eiji Mizutani and James W. Demmel", title = " Iterative Scaled Trust-Region Learning in Krylov Subspaces via Pearlmutter's Implicit Sparse Hessian-Vector Multiply", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "implicit sparse Hessian-vector multiply, Krylov subspaces, scaled trust region", } @incollection {NIPS2003_AA28, author = " {L\'{e}on} Bottou and Yann Le Cun", title = " Large Scale Online Learning", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "stochastic approximations, gradient methods, generalization, online learning, computational complexity", } @incollection {NIPS2003_AA29, author = " Koby Crammer and Jaz Kandola and Yoram Singer", title = " Online Classification on a Budget", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "kernel methods, online learning, large margin methods, classification, multi-class learning", } @incollection {NIPS2003_AA30, author = " Xavier Carreras and {Llu\'{i}s} {M\`{a}rquez}", title = " Online Learning via Global Feedback for Phrase Recognition", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "online learning, perceptrons, natural language, syntactic parsing, sequential data, structure recognition, dynamic programming", } @incollection {NIPS2003_AA31, author = " Yuanqing Li and Andrzej Cichocki and Shun-ichi Amari and Sergei Shishkin and Jianting Cao and Fanji Gu", title = " Sparse Representation and Its Applications in Blind Source Separation", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "sparse represeatation, overcomplete bases, 1-norm, wavelet packets, blind separation, recoverability, EEG phase synchronization", } @incollection {NIPS2003_AA32, author = " David Wipf and Jason Palmer and Bhaskar Rao", title = " Perspectives on Sparse Bayesian Learning", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "Bayesian learning, variational methods, evidence framework", } @incollection {NIPS2003_AA33, author = " Charles Kemp and Thomas L. Griffiths and Sean Stromsten and Joshua B. Tenenbaum", title = " Semi-Supervised Learning with Trees", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "semi-supervised learning, trees, Bayesian learning, hierarchical clustering, partially labeled data", } @incollection {NIPS2003_AA34, author = " Ting Liu and Andrew W. Moore and Alexander Gray", title = " Efficient Exact k-NN and Nonparametric Classification in High Dimensions", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "classification, curse of dimensionality, data mining, machine learning, trees", } @incollection {NIPS2003_AA35, author = " Christopher J. Paciorek and Mark J. Schervish", title = " Nonstationary Covariance Functions for Gaussian Process Regression", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "Bayesian inference, Gaussian processes, nonstationarity, nonparametric regression, function smoothness", } @incollection {NIPS2003_AA36, author = " Greg Hamerly and Charles Elkan", title = " Learning the k in k-means", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "clustering, hierarchical clustering, unsupervised learning, model selection, projection learning, PCA, mixture models", } @incollection {NIPS2003_AA37, author = " Chen Yanover and Yair Weiss", title = " Finding the M Most Probable Configurations in Arbitrary Graphical Models", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "approximate inference, MAP, graphical models, belief propagation, Gibbs sampling, mean field methods", } @incollection {NIPS2003_AA38, author = " Jakob J. Verbeek and Sam T. Roweis and Nikos Vlassis", title = " Non-linear CCA and PCA by Alignment of Local Models", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "dimensionality reduction, spectral methods, mixture density, CCA, PCA", } @incollection {NIPS2003_AA39, author = " Francis R. Bach and Michael I. Jordan", title = " Learning Spectral Clustering", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "clustering, spectral methods", } @incollection {NIPS2003_AA40, author = " Corinna Cortes and Mehryar Mohri", title = " AUC Optimization vs. Error Rate Minimization", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "AUC optimization, RankBoost, ROC curves, boosting, classification, ranking, statistical learning theory", } @incollection {NIPS2003_AA41, author = " Dengyong Zhou and Olivier Bousquet and Thomas Navin Lal and Jason Weston and Bernhard {Sch\"{o}lkopf}", title = " Learning with Local and Global Consistency", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "semi-supervised learning, manifold, kernel methods", } @incollection {NIPS2003_AA42, author = " Neil D. Lawrence", title = " Gaussian Process Latent Variable Models for Visualisation of High Dimensional Data", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "Gaussian processes, visualisation, kernel methods, PCA, kernel PCA", } @incollection {NIPS2003_AA43, author = " Edward Snelson and Carl Edward Rasmussen and Zoubin Ghahramani", title = " Warped Gaussian Processes", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "Bayesian models, Gaussian processes, kernel methods, latent variable models, nongaussian data, nonparametric regression, nonlinear transformation, preprocessing", } @incollection {NIPS2003_AA44, author = " Allan Borodin and Ran El-Yaniv and Vincent Gogan", title = " Can We Learn to Beat the Best Stock", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "portfolio selection, predictive approaches, sequential data, online learning, trading, universal prediction", } @incollection {NIPS2003_AA45, author = " Tom Heskes and Onno Zoeter and Wim Wiegerinck", title = " Approximate Expectation Maximization", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "EM algorithm, approximate inference, Bethe free energy, Kikuchi free energy, convergence, variational methods", } @incollection {NIPS2003_AA46, author = " Max Welling and Yee Whye Teh", title = " Linear Response for Approximate Inference", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "approximate inference, loopy belief propagation, free energy, linear response, factor graphs, graphical models, mean field methods", } @incollection {NIPS2003_AA47, author = " Martin Wainwright and Michael I. Jordan", title = " Semidefinite Relaxations for Approximate Inference on Graphs with Cycles", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "semidefinite programming, graphical models, approximate inference, convex relaxation, Markov random field, partition function, belief propagation", } @incollection {NIPS2003_AA48, author = " Alina Beygelzimer and Irina Rish", title = " Approximability of Probability Distributions", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "Bayesian networks, approximate inference, random graphs, threshold behavior, treewidth, accuracy/complexity trade-offs, learning, model selection", } @incollection {NIPS2003_AA49, author = " Quaid D. Morris and Brendan J. Frey", title = " Denoising and Untangling Graphs Using Degree Priors", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "approximate inference, sum-product algorithm, belief propagation, graph structure inference, factor graphs, bioinformatics, protein-protein interaction networks", } @incollection {NIPS2003_AA50, author = " XuanLong Nguyen and Michael I. Jordan", title = " On the Concentration of Expectation and Approximate Inference in Layered Networks", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "directed graphical models, Bayesian networks, approximate inference, mean-field inference, large deviation analysis", } @incollection {NIPS2003_AA51, author = " Radford M. Neal and Matthew J. Beal and Sam T. Roweis", title = " Inferring State Sequences for Non-linear Systems with Embedded Hidden Markov Models", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "embedded HMM, hidden Markov models, Monte Carlo methods, inference, importance sampling, sampling methods, nonlinear smoothing, forward-backward algorithm, Metropolis update, state space model, particle smoother", } @incollection {NIPS2003_AA52, author = " Pedro F. Felzenszwalb and Daniel P. Huttenlocher and Jon M. Kleinberg", title = " Fast Algorithms for Large-State-Space HMMs with Applications to Web Usage Analysis", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "hidden Markov models, time series, data mining, signal processing, geometric algorithms", } @incollection {NIPS2003_AA53, author = " Geoffrey Hinton and Max Welling and Andriy Mnih", title = " Wormholes Improve Contrastive Divergence", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "contrastive divergence, energy-based models, Monte Carlo methods, Markov chains, multimodal distributions", } @incollection {NIPS2003_AA54, author = " Mark A. Paskin", title = " Sample Propagation", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "probabilistic inference, approximate inference, Rao-Blackwellization, sampling methods, Gibbs sampling, junction tree, probability propagation", } @incollection {NIPS2003_AA55, author = " Amos J Storkey", title = " Generalised Propagation for Fast Fourier Transforms with Partial or Missing Data", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "fast fourier transform, belief propagation, missing data reconstruction, loopy probability propagation", } @incollection {NIPS2003_AA56, author = " Alexander Smola and Vishy Vishwanathan and Eleazar Eskin", title = " Laplace Propagation", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "kernel methods, graphical models, optimization, belief propagation, support vector machines, MAP, approximate inference", } @incollection {NIPS2003_AA57, author = " Goekhan H. Bakir and Jason Weston and Bernhard {Sch\"{o}lkopf}", title = " Learning to Find Pre-Images", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "kernel functions, kernel methods, support vector machines, preimages", } @incollection {NIPS2003_AA58, author = " Thore Graepel and Ralf Herbrich and Andriy Kharechko and John Shawe-Taylor", title = " Semi-Definite Programming by Perceptron Learning", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "semidefinite programming, perceptron learning, optimization, probabilistic algorithm, MAXCUT", } @incollection {NIPS2003_AA59, author = " Noam Shental and Aharon Bar-Hillel and Tomer Hertz and Daphna Weinshall", title = " Computing Gaussian Mixture Models with EM Using Equivalence Constraints", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "clustering, EM algorithm, mixture of Gaussians, unsupervised learning, equivalence constraints", } @incollection {NIPS2003_AA60, author = " Volker Roth and Tilman Lange", title = " Feature Selection in Clustering Problems", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "feature selection, unsupervised learning, clustering, Bayesian inference, Gaussian mixtures", } @incollection {NIPS2003_AA61, author = " David Kauchak and Sanjoy Dasgupta", title = " An Iterative Improvement Procedure for Hierarchical Clustering", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "hierarchical clustering, k-means, tree structures", } @incollection {NIPS2003_AA62, author = " Zvika Marx and Ido Dagan and Eli Shamir", title = " Identifying Structure across Pre-partitioned Data", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "clustering, dynamical systems, information theory, natural language, pattern recognition, similarity", } @incollection {NIPS2003_AA63, author = " Ofer Dekel and Christopher Manning and Yoram Singer", title = " Log-Linear Models for Label Ranking", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "label ranking, log-linear models, hierarchical classification, multi-class categorization, boosting, text categorization", } @incollection {NIPS2003_AA64, author = " Matthew Brand", title = " Minimax Embeddings", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "dimensionality reduction, graph embedding, spectral methods, nonlinear principal component analysis, nullspace methods, numerical stability, manifold reconstruction", } @incollection {NIPS2003_AA65, author = " Yoshua Bengio and Yves Grandvalet", title = " No Unbiased Estimator of the Variance of K-Fold Cross-Validation", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "cross validation, variance estimate, k-fold cross-validation, statistical comparison of algorithms, error bars, generalization error inference, model selection", } @incollection {NIPS2003_AA66, author = " Harald Steck and Tommi S. Jaakkola", title = " Bias-Corrected Bootstrap and Model Uncertainty", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "bias correction, bootstrap, entropy, graphical models, independence tests, model uncertainty, model structure determination, test and training errors", } @incollection {NIPS2003_AA67, author = " Ting-Fan Wu and Chih-Jen Lin and Ruby C. Weng", title = " Probability Estimates for Multi-Class Classification by Pairwise Coupling", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "Markov chains, multi-class learning, multi-class prediction, optimization, support vector machines, voting methods", } @incollection {NIPS2003_AA68, author = " Gang Ji and Jeff Bilmes", title = " Necessary Intransitive Likelihood-Ratio Classifiers", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "pattern recognition, intransitivity, machine learning, probabilistic inference", } @incollection {NIPS2003_AA69, author = " Rajat Raina and Yirong Shen and Andrew Y. Ng and Andrew McCallum", title = " Classification with Hybrid Generative/Discriminative Models", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "text categorization, generative models, discriminative models, combined classifiers, Bayesian models", } @incollection {NIPS2003_AA70, author = " Victor Lavrenko and R. Manmatha and Jiwoon Jeon", title = " A Model for Learning the Semantics of Pictures", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "generative models, mixture models, object recognition, image databases, image representations, information retrieval, nonparametric density estimation", } @incollection {NIPS2003_AA71, author = " Michael Kearns and Luis Ortiz", title = " Algorithms for Interdependent Security Games", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "learning theory, game theory, algorithms, Nash equilibria, parametric model, computational complexity, learning dynamics", } @incollection {NIPS2003_AP01, author = " John C. Platt", title = " Fast Embedding of Sparse Similarity Graphs", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "data visualization, embedding, fast sparse embedding, landmark, multidimensional scaling, music, Nystrom approximation, relational data, similarity", } @incollection {NIPS2003_AP02, author = " Anton Schwaighofer and Marian Grigoras and Volker Tresp and Clemens Hoffmann", title = " GPPS: A Gaussian Process Positioning System for Cellular Networks", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "Gaussian processes, cellular networks, localization, position estimation, Mat{\'e, maximum likelihood, optimal design", } @incollection {NIPS2003_AP03, author = " David Ferguson and Aaron Morris and Dirk {H\"{a}hnel} and Christopher Baker and Zachary Omohundro and Carlos Reverte and Scott Thayer and Charles Whittaker and William Whittaker and Wolfram Burgard and Sebastian Thrun", title = " An Autonomous Robotic System for Mapping Abandoned Mines", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "robotic agents, perception, control, planning, navigation, model learning", } @incollection {NIPS2003_AP04, author = " Jason Weston and Christina Leslie and Dengyong Zhou and {Andr\'{e}} Elisseeff and William S. Noble", title = " Semi-supervised Protein Classification Using Cluster Kernels", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "transductive inference, bioinformatics, semi-supervised learning, cluster kernels, protein classification", } @incollection {NIPS2003_AP05, author = " Alice X. Zheng and Michael I. Jordan and Ben Liblit and Alex Aiken", title = " Statistical Debugging of Sampled Programs", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "feature selection, utility maximization, regularization, program analysis, classification, machine learning", } @incollection {NIPS2003_AP06, author = " Nicholas P. Hughes and Lionel Tarassenko and Stephen J. Roberts", title = " Markov Models for Automated ECG Interval Analysis", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "hidden Markov models, Markov models, wavelets, segmentation, probabilistic models, biomedical signal processing, time series", } @incollection {NIPS2003_AP07, author = " Cynthia Archer and Todd K. Leen and Antonio Baptista", title = " Parameterized Novelty Detectors for Environmental Sensor Monitoring", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "anomaly detection, maximum likelihood, novelty detection, online estimation, sensor fault detection, sensor degradation", } @incollection {NIPS2003_AP08, author = " Benjamin Marlin", title = " Modeling User Rating Profiles For Collaborative Filtering", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "latent variable models, mixture models, generative models, machine learning, collaborative filtering", } @incollection {NIPS2003_AP09, author = " Michael J. Quinlan and Stephan K. Chalup and Richard H. Middleton", title = " Application of SVMs for Colour Classification and Collision Detection with AIBO Robots", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "support vector machines, robotic agents, novelty detection, locomotion, visual processing", } @incollection {NIPS2003_AP10, author = " Jun Suzuki and Yutaka Sasaki and Eisaku Maeda", title = " Kernels for Structured Natural Language Data", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "kernel methods, kernel functions, graph kernels, natural language, text analysis", } @incollection {NIPS2003_AP11, author = " Daniel B. Neill and Andrew W. Moore", title = " A Fast Multi-Resolution Method for Detection of Significant Spatial Disease Clusters", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "anomaly detection, clustering, data mining, large datasets, multi-resolution methods, scan statistics", } @incollection {NIPS2003_AP12, author = " Ben Taskar and Ming-Fai Wong and Pieter Abbeel and Daphne Koller", title = " Link Prediction in Relational Data", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "approximate inference, graphical models, link prediction, machine learning, Markov models, maximum likelihood, relational learning, structured data", } @incollection {NIPS2003_AP13, author = " Andrew Rabinovich and Sameer Agarwal and Casey Laris and Jeffrey H. Price and Serge J. Belongie", title = " Unsupervised Color Decomposition Of Histologically Stained Tissue Samples", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "hyperspectral imaging, color unmixing, blind source separation, image registration, ICA, NMF, cancer diagnosis", } @incollection {NIPS2003_AP14, author = " Su-In Lee and Serafim Batzoglou", title = " ICA-based Clustering of Genes from Microarray Expression Data", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "blind source separation, decomposition algorithm, gene clustering, ICA, information maximization, mixture models, natural gradient", } @incollection {NIPS2003_AP15, author = " Darya Chudova and Christopher Hart and Eric Mjolsness and Padhraic Smyth", title = " Gene Expression Clustering with Functional Mixture Models", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "Gaussian mixtures, functional mixtures, EM algorithm, gene clustering, large-scale gene expression, microarray data analysis", } @incollection {NIPS2003_BI01, author = " Maneesh Sahani and Srikantan S. Nagarajan", title = " Reconstructing MEG Sources with Unknown Correlations", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "magnetoencephalography, variational methods, Bayesian learning, Bayesian reconstruction, inverse problems, factor analysis", } @incollection {NIPS2003_BI02, author = " Saori C. Tanaka and Kenji Doya and Go Okada and Kazutaka Ueda and Yasumasa Okamoto and Shigeto Yamawaki", title = " Different Cortico-Basal Ganglia Loops Specialize in Reward Prediction at Different Time Scales", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "decision making, delayed reward, topography, fMRI", } @incollection {NIPS2003_BI03, author = " Xuerui Wang and Rebecca Hutchinson and Tom M. Mitchell", title = " Training fMRI Classifiers to Discriminate Cognitive States across Multiple Subjects", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "fMRI, machine learning, multi-subject classifier, ROI mapping, Talairach coordinates", } @incollection {NIPS2003_BI04, author = " Roland Vollgraf and Michael Scholz and Ian A. Meinertzhagen and Klaus Obermayer", title = " Nonlinear Filtering of Electron Micrographs by Means of Support Vector Regression", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "support vector machines, nonlinear filtering, structural classification, Gaussian kernel, synaptic vesicles, electron micrographs", } @incollection {NIPS2003_BI05, author = " Yu Zhou and Steven G. Mason and Gary E. Birch", title = " Impact of an Energy Normalization Transform on the Performance of the LF-ASD Brain Computer Interface", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "brain-computer interface, feature extraction, transduction", } @incollection {NIPS2003_BI06, author = " Guido Dornhege and Benjamin Blankertz and Gabriel Curio and Klaus-Robert {M\"{u}ller}", title = " Increase Information Transfer Rates in BCI by CSP Extension to Multi-class", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "brain-computer interface, electroencephalography, information transfer rate, common spatial patterns, multi-class learning, single trial analysis", } @incollection {NIPS2003_BI07, author = " Sung C. Jun and Barak A. Pearlmutter", title = " Subject-Independent Magnetoencephalographic Source Localization by a Multilayer Perceptron", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "multilayer perceptron, magnetoencephalography, source localization, brain mapping", } @incollection {NIPS2003_CN01, author = " Carl Edward Rasmussen and Malte Kuss", title = " Gaussian Processes in Reinforcement Learning", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "reinforcement learning, control, Gaussian processes, dynamic programming, continuous domains", } @incollection {NIPS2003_CN02, author = " Joelle Pineau and Geoffrey J. Gordon and Sebastian Thrun", title = " Applying Metric-Trees to Belief-Point POMDPs", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "POMDP, planning, value functions, metric trees", } @incollection {NIPS2003_CN03, author = " Maxim Likhachev and Geoffrey J. Gordon and Sebastian Thrun", title = " ARA*: Anytime A* with Provable Bounds on Sub-Optimality", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "planning, search, anytime planning, anytime search, control", } @incollection {NIPS2003_CN04, author = " Georgios Theocharous and Leslie Pack Kaelbling", title = " Approximate Planning in POMDPs with Macro-Actions", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "partially observable Markov decision processes, planning, robot navigation, temporal abstraction, reinforcement learning", } @incollection {NIPS2003_CN05, author = " Natalia H. Gardiol and Leslie Pack Kaelbling", title = " Envelope-based Planning in Relational MDPs", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "TGraphplan, envelope methods, Markov decision processes, anytime planning, probabilistic rules, relational models, relational MDPs", } @incollection {NIPS2003_CN06, author = " David C. Parkes and Satinder Singh", title = " An MDP-Based Approach to Online Mechanism Design", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "mechanism design, Markov decision processes, online resource allocation, market models", } @incollection {NIPS2003_CN07, author = " Andrew Y. Ng and H. Jin Kim and Michael I. Jordan and Shankar Sastry", title = " Autonomous Helicopter Flight via Reinforcement Learning", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "helicopter, autonomous helicopter, PEGASUS, reinforcement learning, policy search, reward shaping, POMDP", } @incollection {NIPS2003_CN08, author = " Yu-Han Chang and Tracey Ho and Leslie Pack Kaelbling", title = " All learning is Local: Multi-agent Learning in Global Reward Games", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "reinforcement learning, Kalman filter, Q-learning, POMDP, learning, uncertainty, multi-agent learning", } @incollection {NIPS2003_CN09, author = " Daniela Pucci de Farias and Nimrod Megiddo", title = " How to Combine Expert (and Novice) Advice when Actions Impact the Environment?", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "best response, decision making, dynamic environments, experts, online learning, regret minimization, repeated games", } @incollection {NIPS2003_CN10, author = " Pascal Poupart and Craig Boutilier", title = " Bounded Finite State Controllers", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "POMDP, Markov decision processes, policy iteration, policy search, control", } @incollection {NIPS2003_CN11, author = " J. Andrew Bagnell and Sham Kakade and Andrew Y. Ng and Jeff Schneider", title = " Policy Search by Dynamic Programming", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "policy search, dynamic programming, reinforcement learning, POMDP, MDP, control", } @incollection {NIPS2003_CN12, author = " Arnab Nilim and Laurent El Ghaoui", title = " Robustness in Markov Decision Problems with Uncertain Transition Matrices", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "Markov decision processes, robust optimization, computational complexity, estimation error, uncertainty", } @incollection {NIPS2003_CN13, author = " Alan Fern and Sungwook Yoon and Robert Givan", title = " Approximate Policy Iteration with a Policy Language Bias", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "Markov decision processes, reinforcement learning, approximate policy iteration, relational planning, relational learning", } @incollection {NIPS2003_CN14, author = " Matthew R. Rudary and Satinder Singh", title = " A Nonlinear Predictive State Representation", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "reinforcement learning, POMDP, model learning", } @incollection {NIPS2003_CN15, author = " XiaoFeng Wang and Tuomas Sandholm", title = " Learning Near-Pareto-Optimal Conventions in Polynomial Time", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "game theory, polynomial-time algorithm, Near-Pareto-Optimal conventions, multiagent systems, reinforcement learning, uncertainty, adaptive play", } @incollection {NIPS2003_CN16, author = " Gerald Tesauro", title = " Extending Q-Learning to General Adaptive Multi-Agent Systems", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "Q-learning, reinforcement learning, multi-agent learning, Bayesian inference, stochastic games, repeated games, policy hill climbing", } @incollection {NIPS2003_CN17, author = " Curt Bererton and Geoffrey J. Gordon and Sebastian Thrun", title = " Auction Mechanism Design for Multi-Robot Coordination", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "reinforcement learning, linear programming, Benders decomposition, multi-agent planning, market architectures", } @incollection {NIPS2003_CN18, author = " Ciamac C. Moallemi and Benjamin Van Roy", title = " Distributed Optimization in Adaptive Networks", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "parameterized policies, Markov decision processes, gradient methods, stochastic approximations, optimization", } @incollection {NIPS2003_CN19, author = " Milos Hauskrecht and Branislav Kveton", title = " Linear Program Approximations for Factored Continuous-State Markov Decision Processes", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "approximate linear programming, graphical models, Markov decision processes, planning, stochastic approximations", } @incollection {NIPS2003_CS01, author = " Arnulf B. A. Graf and Felix A. Wichmann", title = " Insights from Machine Learning Applied to Human Visual Classification", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "visual classification, human psychophysics, machine learning, face database, gender discrimination, support vector machines, relevance vector machines, prototype learning, k-means, PCA", } @incollection {NIPS2003_CS02, author = " Virginia R. de Sa", title = " Sensory Modality Segregation", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "unsupervised learning, audio-visual, clustering, conditional independence, intracortical interactions, self-supervised learning, speech recognition", } @incollection {NIPS2003_CS03, author = " Artur S. d'Avila Garcez and Luis C. Lamb", title = " Reasoning about Time and Knowledge in Neural Symbolic Learning Systems", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "recurrent neural networks, temporal logic, neural symbolic systems, hybrid systems, distributed knowledge representation", } @incollection {NIPS2003_CS04, author = " Marc Toussaint", title = " Learning a World Model and Planning with a Self-Organizing, Dynamic Neural System", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "planning, sensorimotor coupling, self-organizing state representations, model-based reinforcement learning", } @incollection {NIPS2003_CS05, author = " Woojae Kim and Daniel J. Navarro and Mark A. Pitt and In Jae Myung", title = " An MCMC-Based Method of Comparing Connectionist Models in Cognitive Science", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "model selection, Monte Carlo methods, neural networks, speech perception", } @incollection {NIPS2003_CS06, author = " D. Philipona and J.K. O'Regan and J.-P. Nadal and Olivier Coenen", title = " Perception of the Structure of the Physical World Using Unknown Multimodal Sensors and Effectors", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "perception, sensor fusion, differential geometry, dimensionality reduction, concept learning", } @incollection {NIPS2003_CS07, author = " Thomas L. Griffiths and Joshua B. Tenenbaum", title = " From Algorithmic to Subjective Randomness", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "randomness, Kolmogorov complexity, automata, Bayesian inference, cognitive modelling", } @incollection {NIPS2003_CS08, author = " Zach Solan and David Horn and Eytan Ruppin and Shimon Edelman", title = " Unsupervised Context Sensitive Language Acquisition from a Large Corpus", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "language acquisition, unsupervised learning, natural language, sequence learning, context-sensitive processing", } @incollection {NIPS2003_CS09, author = " Yuuya Sugita and Jun Tani", title = " A Holistic Approach to Compositional Semantics: A Connectionist Model and Robot Experiments", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "recurrent networks, dynamical systems, language recognition, learning, robotic agents, similarity", } @incollection {NIPS2003_CS10, author = " Aaron C. Courville and Nathaniel Daw and Geoffrey J. Gordon and David S. Touretzky", title = " Model Uncertainty in Classical Conditioning", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "classical conditioning, Bayesian learning, model learning, sigmoid belief networks, reversible jump MCMC, uncertainty", } @incollection {NIPS2003_ET01, author = " Reid R. Harrison", title = " A Low-Power Analog VLSI Visual Collision Detector", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "neuromorphic systems, analog VLSI, optic flow, collision detection, motion detection, insect vision, visual perception", } @incollection {NIPS2003_ET02, author = " Paul Merolla and Kwabena Boahen", title = " A Recurrent Model of Orientation Maps with Simple and Complex Cells", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "recurrent networks, visual cortex, cortical maps, complex and simple cells, neuromorphic systems, silicon chip, hardware modeling", } @incollection {NIPS2003_ET03, author = " Rock Z. Shi and Timothy Horiuchi", title = " A Summating, Exponentially-Decaying CMOS Synapse for Spiking Neural Systems", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "synapse, spiking neurons, analog VLSI, log-domain, subthreshold, neuromorphic systems", } @incollection {NIPS2003_ET04, author = " Hsin Chen and Patrice Fleury and Alan F. Murray", title = " Minimising Contrastive Divergence in Noisy, Mixed-mode VLSI Neurons", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "probabilistic neural networks, Boltzmann machine, noisy neuron, continuous-valued stochastic, probabilistic VLSI, mixed-mode VLSI, minimising contrastive divergence", } @incollection {NIPS2003_ET05, author = " Bob Ricks and Dan Ventura", title = " Training a Quantum Neural Network", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "quantum neural networks, feedforward neural networks, probabilistic models, supervised learning", } @incollection {NIPS2003_ET06, author = " Adria Bofill-i-Petit and Alan F. Murray", title = " Synchrony Detection by Analogue VLSI Neurons with Bimodal STDP Synapses", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "analog VLSI, neuromorphic systems, silicon neuron, spike timing, spiking neurons, synaptic plasticity, synchrony", } @incollection {NIPS2003_ET07, author = " Masakazu Yagi and Hideo Yamasaki and Tadashi Shibata", title = " A Mixed-Signal VLSI for Real-Time Generation of Edge-Based Image Vectors", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "image representations, image recognition, classification, analog VLSI, associative memory, visual processing, cognitive modelling", } @incollection {NIPS2003_ET08, author = " Francesco Tenore and Ralph Etienne-Cummings and M. Anthony Lewis", title = " Entrainment of Silicon Central Pattern Generators for Legged Locomotory Control", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "central pattern generator, artificial neural network, VLSI chip, spike coupling, legged locomotion", } @incollection {NIPS2003_ET09, author = " Eric K. C. Tsang and Bertram E. Shi", title = " A Neuromorphic Multi-chip Model of a Disparity Selective Complex Cell", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "stereo vision, binocular disparity, neuromorphic systems, Gabor filters, address-event, cortical representation, visual processing", } @incollection {NIPS2003_LT01, author = " Ingo Steinwart", title = " Sparseness of Support Vector Machines---Some Asymptotically Sharp Bounds", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "statistical learning theory, support vector machines, sparse representations, Gaussian kernel, asymptotic analysis", } @incollection {NIPS2003_LT02, author = " Tong Zhang", title = " An Infinity-sample Theory for Multi-category Large Margin Classification", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "large margin classification, multi-category, consistency", } @incollection {NIPS2003_LT03, author = " Philip Derbeko and Ran El-Yaniv and Ron Meir", title = " Error Bounds for Transductive Learning via Compression and Clustering", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "transduction, transductive learning, transductive SVM, compression schemes, clustering, error bounds, PAC-Bayes", } @incollection {NIPS2003_LT04, author = " Claire Monteleoni and Tommi S. Jaakkola", title = " Online Learning of Non-stationary Sequences", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "online learning, discretization, nonstationary environments, mixtures of experts, hidden Markov models, wireless networks", } @incollection {NIPS2003_LT05, author = " Cynthia Rudin and Ingrid Daubechies and Robert Schapire", title = " On the Dynamics of Boosting", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "boosting, adaBoost, dynamics of learning, dynamical systems, margin, asymptotic analysis, convergence", } @incollection {NIPS2003_LT06, author = " Kohei Hatano and Manfred K. Warmuth", title = " Boosting versus Covering", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "boosting, adaBoost, set cover, one-sided error, lower bounds, greedy algorithm", } @incollection {NIPS2003_LT07, author = " Clayton Scott and Robert Nowak", title = " Near-Minimax Optimal Classification with Dyadic Classification Trees", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "decision trees, classification, tree pruning, dyadic partitions, generalization error bounds", } @incollection {NIPS2003_LT08, author = " Jean-Yves Audibert and Olivier Bousquet", title = " PAC-Bayesian Generic Chaining", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "PAC bounds, statistical learning theory, transduction", } @incollection {NIPS2003_LT09, author = " Vladimir Vovk and Glenn Shafer and Ilia Nouretdinov", title = " Self-calibrating Probability Forecasting", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "calibration, classification, digit recognition, i.i.d.\ assumption, multi-class prediction, nearest neighbors, online learning, probability forecasting", } @incollection {NIPS2003_LT10, author = " David Donoho and Victoria Stodden", title = " When Does Non-Negative Matrix Factorization Give a Correct Decomposition into Parts?", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "image databases, non-negative matrix factorization", } @incollection {NIPS2003_LT11, author = " Tong Zhang", title = " Learning Bounds for a Generalized Family of Bayesian Posterior Distributions", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "Bayesian, posterior distribution, rate of convergence", } @incollection {NIPS2003_LT12, author = " Manfred Opper and Ole Winther", title = " Variational Linear Response", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "approximate inference, Bayesian inference, Bayesian learning, linear response, variational methods", } @incollection {NIPS2003_LT13, author = " Susanne Still and William Bialek and {L\'{e}on} Bottou", title = " Geometric Clustering Using the Information Bottleneck Method", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "clustering, information theory, lossy compression, deterministic annealing, k-means", } @incollection {NIPS2003_LT14, author = " Peter L. Bartlett and Michael I. Jordan and Jon D. McAuliffe", title = " Large Margin Classifiers: Convex Loss, Low Noise, and Convergence Rates", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "classification, large margin methods, boosting, support vector machines, convex optimization, empirical process theory", } @incollection {NIPS2003_LT15, author = " David Hoyle and Magnus Rattray", title = " Limiting Form of the Sample Covariance Eigenspectrum in PCA and Kernel PCA", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "statistical mechanics, PCA, kernel PCA, eigenvalues, model selection", } @incollection {NIPS2003_LT16, author = " {D\"{o}rthe} Malzahn and Manfred Opper", title = " Approximate Analytical Bootstrap Averages for Support Vector Classifiers", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "bootstrap, support vector machines, kernel methods, approximate inference, TAP approach, statistical mechanics, replica method", } @incollection {NIPS2003_LT17, author = " Justin Werfel and Xiaohui Xie and H. Sebastian Seung", title = " Learning Curves for Stochastic Gradient Descent in Linear Feedforward Networks", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "dynamics of learning, feedforward neural networks, gradient methods, learning curves, network size, reinforcement learning", } @incollection {NIPS2003_LT18, author = " Gurinder S. Atwal and William Bialek", title = " Ambiguous Model Learning Made Unambiguous with 1/f Priors", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "dynamics of learning, statistical mechanics, model learning, Bayesian learning, renormalization group, model selection", } @incollection {NIPS2003_LT19, author = " Gal Chechik and Amir Globerson and Naftali Tishby and Yair Weiss", title = " Information Bottleneck for Gaussian Variables", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "information bottleneck, Gaussian processes, canonical correlations, dimensionality reduction", } @incollection {NIPS2003_LT20, author = " Olivier Bousquet and Olivier Chapelle and Matthias Hein", title = " Measure Based Regularization", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "semi-supervised learning, regularization, spectral methods, differential geometry, density estimation, kernel methods, RBF networks", } @incollection {NIPS2003_LT21, author = " Shai Shalev-Shwartz and Koby Crammer and Ofer Dekel and Yoram Singer", title = " Online Passive-Aggressive Algorithms", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "online learning, regression, classification, loss bounds, mistake bounds", } @incollection {NIPS2003_LT22, author = " Saharon Rosset and Ji Zhu and Trevor Hastie", title = " Margin Maximizing Loss Functions", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "margin maximization, regularization, support vector machines, boosting, multi-class classification", } @incollection {NIPS2003_NS01, author = " Yuval Aviel and David Horn and Moshe Abeles", title = " The Doubly Balanced Network of Spiking Neurons: A Memory Model with High Capacity", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "attractor networks, neural networks, recurrent cortical networks, capacity, balanced network, spiking neurons, asynchronous state", } @incollection {NIPS2003_NS02, author = " Thomas {Natschl\"{a}ger} and Wolfgang Maass", title = " Information Dynamics and Emergent Computation in Recurrent Circuits of Spiking Neurons", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "mutual information, spiking neurons, neural microcircuit, real-time computation", } @incollection {NIPS2003_NS03, author = " Peter J. Thomas and Donald J. Spencer and Sierra K. Hampton and Peter Park and Joseph P. Zurkus", title = " The Diffusion-Limited Biochemical Signal-Relay Channel", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "information theory, Shannon's capacity, communications channel, chemical signaling, diffusion, stochastic dynamics, signal transduction", } @incollection {NIPS2003_NS04, author = " Aaron J. Gruber and Peter Dayan and Boris S. Gutkin and Sara A. Solla", title = " Dopamine Modulation in a Basal Ganglio-cortical Network Implements Saliency-based Gating of Working Memory", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "working memory, selective attention, neural networks, delayed response, modulation, dopamine, bistability", } @incollection {NIPS2003_NS05, author = " Nathan A. Dunn and John S. Conery and Shawn R. Lockery", title = " Circuit Optimization Predicts Dynamic Network for Chemosensory Orientation in the Nematode C. elegans", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "chemosensory orientation, Caenorhabditis elegans, spatiotemporal orientation, recurrent networks, sensorimotor integration", } @incollection {NIPS2003_NS06, author = " Maneesh Sahani", title = " A Biologically Plausible Algorithm for Reinforcement-shaped Representational Learning", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "EM algorithm, reinforcement learning, neural plasticity, representational learning, sensory representations, sensory cortex, task-dependent learning", } @incollection {NIPS2003_NS07, author = " Yoichi Miyawaki and Masato Okada", title = " Mechanism of Neural Interference by Transcranial Magnetic Stimulation: Network or Single Neuron?", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "transcranial magnetic stimulation, suppression, visual perception, cortical dynamics, recurrent network model, neural population, compartment model", } @incollection {NIPS2003_NS08, author = " Peter Dayan and Michael {H\"{a}usser}", title = " Plasticity Kernels and Temporal Statistics", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "time-dependent plasticity, STDP, synaptic filtering, Z-score transform, whitening, Hebbian plasticity", } @incollection {NIPS2003_NS09, author = " Jonathan Pillow and Liam Paninski and Eero P. Simoncelli", title = " Maximum Likelihood Estimation of a Stochastic Integrate-and-Fire Neural Model", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "maximum likelihood, spike timing, spiking neurons, information coding, subspace identification, Gaussian processes, model learning", } @incollection {NIPS2003_NS10, author = " Liam Paninski", title = " Design of Experiments via Information Theory", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "experimental design, active learning, mutual information, psychophysics, staircase method, asymptotics, entropy", } @incollection {NIPS2003_NS11, author = " Konrad P. {K\"{o}rding} and Daniel Wolpert", title = " Probabilistic Inference in Human Sensorimotor Processing", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "Bayesian inference, Bayesian learning, movement psychophysics, optimal control, sensory uncertainty, mixture of Gaussians, multimodal priors", } @incollection {NIPS2003_NS12, author = " Kazuyuki Samejima and Kenji Doya and Yasumasa Ueda and Minoru Kimura", title = " Estimating Internal Variables and Paramters of a Learning Agent by a Particle Filter", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "Bayesian inference, decision making, Monte Carlo methods, nonlinear filtering, Markov decision processes, reinforcement learning, model based analysis", } @incollection {NIPS2003_NS13, author = " Bernd Porr and Ausra Saudargiene and Florentin {W\"{o}rg\"{o}tter}", title = " Analytical Solution of Spike-timing Dependent Plasticity Based on Synaptic Biophysics", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "synaptic plasticity, spike timing, unsupervised learning, analytical predictions", } @incollection {NIPS2003_NS14, author = " Brian J. Fischer and Charles H. Anderson", title = " A Probabilistic Model of Auditory Space Representation in the Barn Owl", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "sound localization, barn owl, statistical estimation", } @incollection {NIPS2003_NS15, author = " Ryan Kelly and Tai Sing Lee", title = " Decoding V1 Neuronal Activity using Particle Filtering with Volterra Kernels", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "belief propagation, Bayesian inference, particle filtering, neural activity, statistical learning theory", } @incollection {NIPS2003_NS16, author = " Jan Eichhorn and Andreas Tolias and Alexander Zien and Malte Kuss and Carl Edward Rasmussen and Jason Weston and Nikos Logothetis and Bernhard {Sch\"{o}lkopf}", title = " Prediction on Spike Data Using Kernel Algorithms", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "kernel methods, neuroscience, spiking neurons, tuning function, V1, visual cortex", } @incollection {NIPS2003_SP01, author = " William M. Campbell and Joseph P. Campbell and Douglas A. Reynolds and Douglas A. Jones and Timothy R. Leek", title = " Phonetic Speaker Recognition with Support Vector Machines", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "kernel functions, speech signal processing, speaker recognition, support vector machines, text categorization", } @incollection {NIPS2003_SP02, author = " Pedro J. Moreno and Purdy P. Ho and Nuno Vasconcelos", title = " A Kullback-Leibler Divergence Based Kernel for SVM Classification in Multimedia Applications", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "SVM, Kullback-Leibler divergence, KL divergence, multimedia", } @incollection {NIPS2003_SP03, author = " Kannan Achan and Sam T. Roweis and Brendan J. Frey", title = " Probabilistic Inference of Speech Signals from Phaseless Spectrograms", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "speech from spectrogram, time scale modification, iterative conditional modes, nonlinear optimization, phase recovery", } @incollection {NIPS2003_SP04, author = " James T. Kwok and Brian Mak and Simon Ho", title = " Eigenvoice Speaker Adaptation via Composite Kernel PCA", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "feature spaces, eigenvoice, kernel PCA, kernel functions, speaker/channel variability, speech recognition, speaker adaptation", } @incollection {NIPS2003_SP05, author = " Jeff Bondy and Ian Bruce and Suzanna Becker and Simon Haykin", title = " Predicting Speech Intelligibility from a Population of Neurons", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "auditory model, auditory psychophysics, neural population, sound processing, speech signal processing", } @incollection {NIPS2003_SP06, author = " Tomohiro Nakatani and Masato Miyoshi and Keisuke Kinoshita", title = " One Microphone Blind Dereverberation Based on Quasi-periodicity of Speech Signals", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "speech signal processing, dereverberation, quasi-periodicity, fundamental frequency, blind deconvolution, inverse filtering, harmonic structure", } @incollection {NIPS2003_SP07, author = " Nicoleta Roman and DeLiang Wang and Guy J. Brown", title = " A Classification-based Cocktail-party Processor", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "auditory model, computational auditory scene analysis, sound localization, sound separation, speech segregation, speech recognition", } @incollection {NIPS2003_VB01, author = " Zhou Wang and Eero P. Simoncelli", title = " Local Phase Coherence and the Perception of Blur", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "blur perception, local phase coherence, image statistics, complex wavelet transform, scale invariance", } @incollection {NIPS2003_VB02, author = " Vincent Bonin and Valerio Mante and Matteo Carandini", title = " Nonlinear Processing in LGN Neurons", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "visual system, lateral geniculate nucleus, extracellular recordings, nonlinear model, contrast gain control, receptive field, suppressive field", } @incollection {NIPS2003_VB03, author = " Scott A. Beardsley and Lucia M. Vaina", title = " A Functional Architecture for Motion Pattern Processing in MSTd", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "population coding, visual motion perception, psychophysics, lateral inhibition, neural population, complex motion processing, optic flow", } @incollection {NIPS2003_VB04, author = " A.L. Yuille and Fang Fang and Paul Schrater and Daniel Kersten", title = " Human and Ideal Observers for Detecting Image Curves", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "psychophysics, visual processing, probabilistic inference, tracking", } @incollection {NIPS2003_VB05, author = " Nathan Sprague and Dana Ballard", title = " Eye Movements for Reward Maximization", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "eye movement control, attention, reinforcement learning", } @incollection {NIPS2003_VB06, author = " Matthias H. Hennig and Florentin {W\"{o}rg\"{o}tter}", title = " Eye Micro-movements Improve Stimulus Detection Beyond the Nyquist Limit in the Peripheral Retina", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "visual system, retina, psychophysics, hyperacuity, eye movements, visual perception", } @incollection {NIPS2003_VB07, author = " Reto Wyss and Paul F.M.J. Verschure", title = " Bounded Invariance and the Formation of Place Fields.", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "spatial cognition, visual processing, pattern recognition, invariant features, robotic agents", } @incollection {NIPS2003_VM01, author = " Salvador Ruiz-Correa and Linda G. Shapiro and Marina Meila and Gabriel Berson", title = " Discriminating Deformable Shape Classes", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "deformable shapes, classification, range data, surface signatures, symbolic shape descriptors", } @incollection {NIPS2003_VM02, author = " Kevin Murphy and Antonio Torralba and William T. Freeman", title = " Graphical Model For Recognizing Scenes and Objects", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "context, object recognition, scene exploration, boosting, feature selection, graphical models, hidden Markov models", } @incollection {NIPS2003_VM03, author = " Amit Gruber and Yair Weiss", title = " Factorization with Uncertainty and Missing Data: Exploiting Temporal Coherence", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "computer vision, structure from motion, EM algorithm, factor analysis, Kalman smoother, temporal coherence", } @incollection {NIPS2003_VM04, author = " Michael Fink and Pietro Perona", title = " Mutual Boosting for Contextual Inference", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "adaBoost, boosting, face detection, feature selection, multi-class learning, natural images, object recognition", } @incollection {NIPS2003_VM05, author = " Jianxin Wu and James M. Rehg and Matthew D. Mullin", title = " Learning a Rare Event Detection Cascade by Direct Feature Selection", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "rare event detection, face detection, ensemble learning, adaBoost, feature selection, computer vision", } @incollection {NIPS2003_VM06, author = " Sanjiv Kumar and Martial Hebert", title = " Discriminative Fields for Modeling Spatial Dependencies in Natural Images", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "Markov random field, discriminative random field, image-region classification, penalized pseudo-likelihood, graph min-cut, discriminative models", } @incollection {NIPS2003_VM07, author = " Leonid Sigal and Michael Isard and Benjamin H. Sigelman and Michael J. Black", title = " Attractive People: Assembling Loose-Limbed Models using Non-parametric Belief Propagation", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "person detection, articulated models, belief propagation, pose estimation, probabilistic models, particle filtering", } @incollection {NIPS2003_VM08, author = " Deva Ramanan and David A. Forsyth", title = " Automatic Annotation of Everyday Movements", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "activity recognition, video annotation, single-camera tracking, dynamic Bayesian networks, motion capture", } @incollection {NIPS2003_VM09, author = " Lorenzo Torresani and Aaron Hertzmann and Christoph Bregler", title = " Learning Non-Rigid 3D Shape from 2D Motion", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "computer vision, structure from motion, non-rigid shape, EM algorithm, factor analysis, dynamical systems", } @incollection {NIPS2003_VM10, author = " Gwen Littlewort and Marian S. Bartlett and Ian Fasel and Joel Chenu and Takayuki Kanda and Hiroshi Ishiguro and Javier R. Movellan", title = "", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "adaBoost, support vector machines, facial expression recognition, face detection, feature selection, social interaction analysis, machine perception", } @incollection {NIPS2003_VM11, author = " Song Wang and Toshiro Kubota and Jeffrey Mark Siskind", title = " Salient Boundary Detection using Ratio Contour", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "perceptual organization, image segmentation, edge detection, boundary detection, computer vision, visual perception, visual processing", } @incollection {NIPS2003_VM12, author = " Anuj Srivastava and Xiuwen Liu and Washington Mio and Eric Klassen", title = " A Computational Geometric Approach to Shape Analysis in Images", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "shape analysis, shape manifolds, geodesics on manifolds, statistical models of shapes", } @incollection {NIPS2003_VM13, author = " Lyndsey C. Pickup and Stephen J. Roberts and Andrew Zisserman", title = " A Sampled Texture Prior for Image Super-Resolution", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "computer vision, inverse problems, MAP, natural image statistics, resolution, sampling methods, Bayesian inference", } @incollection {NIPS2003_VM14, author = " Charles Rosenberg and Thomas Minka and Alok Ladsariya", title = " Bayesian Color Constancy with Non-Gaussian Models", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "Bayesian models, computer vision, image representations, image statistics", } @incollection {NIPS2003_VM15, author = " Claudio Fanti and Marzia Polito and Pietro Perona", title = " An Improved Scheme for Detection and Labelling in Johansson Displays", booktitle = "Advances in Neural Information Processing Systems 16", editor = "Sebastian Thrun and Lawrence Saul and Bernhard {Sch\"{o}lkopf}", publisher = "MIT Press", address = "Cambridge, MA", year = "2004", keywords = "loopy belief propagation, computer vision, conditional independence, EM algorithm, model structure learning, approximate inference, human motion", }