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Geoffrey J. Gordon. "Reinforcement Learning with Function Approximation Converges to a Region" | [Home Page] | [PDF]
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Penio Penev. "Redundancy and Dimensionality Reduction in Sparse-Distributed Representations of Natural Objects in Terms of Their Local Features" | [Home Page] | [PDF]
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Ranit Aharonov-Barki, Isaac Meilijson, Eytan Ruppin. "Who Does What? A Novel Algorithm to Determine Function Localization" | [Home Page] | [PDF]
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Rich Caruana, Steve Lawrence, C. Giles. "Overfitting in Neural Nets: Backpropagation, Conjugate Gradient, and Early Stopping" | [Home Page] | [PDF]
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Te-Won Lee, Thomas Wachtler, Terrence J. Sejnowski. "Color Opponency Constitutes a Sparse Representation for the Chromatic Structure of Natural Scenes" | [Home Page] | [PDF]
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Marina Meila, Jianbo Shi. "Learning Segmentation by Random Walks" | [Home Page] | [PDF]
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Ralf Herbrich, Thore Graepel. "A PAC-Bayesian Margin Bound for Linear Classifiers: Why SVMs work" | [Home Page] | [PDF]
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Simon Tong, Daphne Koller. "Active Learning for Parameter Estimation in Bayesian Networks" | [Home Page] | [PDF]
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Martijn Leisink, Hilbert Kappen. "A Tighter Bound for Graphical Models" | [Home Page] | [PDF]
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Carl Rasmussen, Zoubin Ghahramani. "Occam's Razor" | [Home Page] | [PDF]
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Justin Boyan, Michael Littman. "Exact Solutions to Time-Dependent MDPs" | [Home Page] | [PDF]
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Oren Shriki, Haim Sompolinsky, Daniel Lee. "An Information Maximization Approach to Overcomplete and Recurrent Representations" | [Home Page] | [PDF]
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Colin Campbell, Kristin Bennett. "A Linear Programming Approach to Novelty Detection" | [Home Page] | [PDF]
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David Andre, Stuart Russell. "Programmable Reinforcement Learning Agents" | [Home Page] | [PDF]
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John W. Fisher III, Trevor Darrell, William Freeman, Paul Viola. "Learning Joint Statistical Models for Audio-Visual Fusion and Segregation" | [Home Page] | [PDF]
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Tong Zhang. "Convergence of Large Margin Separable Linear Classification" | [Home Page] | [PDF]
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Rafal Bogacz, Malcolm Brown, Christophe Giraud-Carrier. "Emergence of Movement Sensitive Neurons' Properties by Learning a Sparse Code for Natural Moving Images" | [Home Page] | [PDF]
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Oliver Downs. "High-temperature Expansions for Learning Models of Nonnegative Data" | [Home Page] | [PDF]
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Asa Ben-Hur, David Horn, Hava Siegelmann, Vladimir Vapnik. "A Support Vector Method for Clustering" | [Home Page] | [PDF]
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Gert Cauwenberghs, Tomaso Poggio. "Incremental and Decremental Support Vector Machine Learning" | [Home Page] | [PDF]
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Jonathan Nelson, Javier Movellan. "Active Inference in Concept Learning" | [Home Page] | [PDF]
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David Grimes, Michael C. Mozer. "The Interplay of Symbolic and Subsymbolic Processes in Anagram Problem Solving" | [Home Page] | [PDF]
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Christopher Williams, Matthias Seeger. "Using the Nyström Method to Speed Up Kernel Machines" | [Home Page] | [PDF]
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Baback Moghaddam, Ming-Hsuan Yang. "Sex with Support Vector Machines" | [Home Page] | [PDF]
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Guy Mayraz, Geoffrey E. Hinton. "Recognizing Hand-written Digits Using Hierarchical Products of Experts" | [Home Page] | [PDF]
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Robert St-Aubin, Jesse Hoey, Craig Boutilier. "APRICODD: Approximate Policy Construction Using Decision Diagrams" | [Home Page] | [PDF]
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Susanne Still, Bernhard Schölkopf, Klaus Hepp, Rodney Douglas. "Four-legged Walking Gait Control Using a Neuromorphic Chip Interfaced to a Support Vector Learning Algorithm" | [Home Page] | [PDF]
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Sebastian Mika, Gunnar Rätsch, Klaus-Robert Müller. "A Mathematical Programming Approach to the Kernel Fisher Algorithm" | [Home Page] | [PDF]
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Brian Sallans, Geoffrey E. Hinton. "Using Free Energies to Represent Q-values in a Multiagent Reinforcement Learning Task" | [Home Page] | [PDF]
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Sham Kakade, Peter Dayan. "Dopamine Bonuses" | [Home Page] | [PDF]
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Alex Smola, Peter Bartlett. "Sparse Greedy Gaussian Process Regression" | [Home Page] | [PDF]
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Ralf Herbrich, Thore Graepel. "Large Scale Bayes Point Machines" | [Home Page] | [PDF]
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Shai Ben-David, Hans-Ulrich Simon. "Efficient Learning of Linear Perceptrons" | [Home Page] | [PDF]
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Scott Chen, Ramesh Gopinath. "Gaussianization" | [Home Page] | [PDF]
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Renato Vicente, David Saad, Yoshiyuki Kabashima. "Error-correcting Codes on a Bethe-like Lattice" | [Home Page] | [PDF]
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Shih-Chii Liu, Bradley Minch. "Homeostasis in a Silicon Integrate and Fire Neuron" | [Home Page] | [PDF]
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Charles Dugas, Yoshua Bengio, François Bélisle, Claude Nadeau, René Garcia. "Incorporating Second-Order Functional Knowledge for Better Option Pricing" | [Home Page] | [PDF]
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Silvia Scarpetta, Zhaoping Li, John Hertz. "Spike-Timing-Dependent Learning for Oscillatory Networks" | [Home Page] | [PDF]
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Tony Jebara, Alex Pentland. "On Reversing Jensen's Inequality" | [Home Page] | [PDF]
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Cynthia Archer, Todd Leen. "From Mixtures of Mixtures to Adaptive Transform Coding" | [Home Page] | [PDF]
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Olivier Bousquet, André Elisseeff. "Algorithmic Stability and Generalization Performance" | [Home Page] | [PDF]
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Bernhard Schölkopf. "The Kernel Trick for Distances" | [Home Page] | [PDF]
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Lucas Parra, Clay Spence, Paul Sajda. "Higher-Order Statistical Properties Arising from the Non-Stationarity of Natural Signals" | [Home Page] | [PDF]
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Milind Naphade, Igor Kozintsev, Thomas S. Huang. "Probabilistic Semantic Video Indexing" | [Home Page] | [PDF]
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Brendan J. Frey, Anitha Kannan. "Accumulator Networks: Suitors of Local Probability Propagation" | [Home Page] | [PDF]
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Lehel Csató, Manfred Opper. "Sparse Representation for Gaussian Process Models" | [Home Page] | [PDF]
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Szabolcs Káli, Peter Dayan. "Hippocampally-Dependent Consolidation in a Hierarchical Model of Neocortex" | [Home Page] | [PDF]
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Anders Jonsson, Andrew Barto. "Automated State Abstraction for Options using the U-Tree Algorithm" | [Home Page] | [PDF]
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Joshua Tenenbaum, Thomas Griffiths. "Structure Learning in Human Causal Induction" | [Home Page] | [PDF]
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George Saon, Mukund Padmanabhan. "Minimum Bayes Error Feature Selection for Continuous Speech Recognition" | [Home Page] | [PDF]
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Nuno Vasconcelos, Andrew Lippman. "Bayesian Video Shot Segmentation" | [Home Page] | [PDF]
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Martin Szummer, Tommi Jaakkola. "Kernel Expansions with Unlabeled Examples" | [Home Page] | [PDF]
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Elad Schneidman, Naama Brenner, Naftali Tishby, Robert van Steveninck, William Bialek. "Universality and Individuality in a Neural Code" | [Home Page] | [PDF]
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Jonathan S. Yedidia, William Freeman, Yair Weiss. "Generalized Belief Propagation" | [Home Page] | [PDF]
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Adrienne Fairhall, Geoffrey Lewen, William Bialek, Robert van Steveninck. "Multiple Timescales of Adaptation in a Neural Code" | [Home Page] | [PDF]
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Hagai Attias, John Platt, Alex Acero, Li Deng. "Speech Denoising and Dereverberation Using Probabilistic Models" | [Home Page] | [PDF]
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Suzanna Becker, Neil Burgess. "Modelling Spatial Recall, Mental Imagery and Neglect" | [Home Page] | [PDF]
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Bosco Tjan. "Adaptive Object Representation with Hierarchically-Distributed Memory Sites" | [Home Page] | [PDF]
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Huma Lodhi, John Shawe-Taylor, Nello Cristianini, Christopher Watkins. "Text Classification using String Kernels" | [Home Page] | [PDF]
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Igor Cadez, Padhraic Smyth. "Model Complexity, Goodness of Fit and Diminishing Returns" | [Home Page] | [PDF]
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Fernando Pérez-Cruz, Pedro Alarcón-Diana, Angel Navia-Vázquez, Antonio Artés-Rodríguez. "Fast Training of Support Vector Classifiers" | [Home Page] | [PDF]
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Vladimir Koltchinskii, Dmitriy Panchenko, Fernando Lozano. "Some New Bounds on the Generalization Error of Combined Classifiers" | [Home Page] | [PDF]
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Sepp Hochreiter, Michael C. Mozer. "Beyond Maximum Likelihood and Density Estimation: A Sample-Based Criterion for Unsupervised Learning of Complex Models" | [Home Page] | [PDF]
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Yoshua Bengio, Réjean Ducharme, Pascal Vincent. "A Neural Probabilistic Language Model" | [Home Page] | [PDF]
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Paul Hayton, Bernhard Schölkopf, Lionel Tarassenko, Paul Anuzis. "Support Vector Novelty Detection Applied to Jet Engine Vibration Spectra" | [Home Page] | [PDF]
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Alexander Gray, Andrew Moore. "`N-Body' Problems in Statistical Learning" | [Home Page] | [PDF]
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David Hsu, Miguel Figueroa, Chris Diorio. "A Silicon Primitive for Competitive Learning" | [Home Page] | [PDF]
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Thomas Minka. "Automatic Choice of Dimensionality for PCA" | [Home Page] | [PDF]
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Zoubin Ghahramani, Matthew Beal. "Propagation Algorithms for Variational Bayesian Learning" | [Home Page] | [PDF]
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Carlotta Domeniconi, Jing Peng, Dimitrios Gunopulos. "An Adaptive Metric Machine for Pattern Classification" | [Home Page] | [PDF]
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Eiji Mizutani, James Demmel. "On Iterative Krylov-Dogleg Trust-Region Steps for Solving Neural Networks Nonlinear Least Squares Problems" | [Home Page] | [PDF]
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William Bialek. "Stability and Noise in Biochemical Switches" | [Home Page] | [PDF]
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Ole Winther. "Computing with Finite and Infinite Networks" | [Home Page] | [PDF]
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Natalia Hernandez-Gardiol, Sridhar Mahadevan. "Hierarchical Memory-Based Reinforcement Learning" | [Home Page] | [PDF]
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Hilbert Kappen, Wim Wiegerinck. "Second Order Approximations for Probability Models" | [Home Page] | [PDF]
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Jason Weston, Sayan Mukherjee, Olivier Chapelle, Massimiliano Pontil, Tomaso Poggio, Vladimir Vapnik. "Feature Selection for SVMs" | [Home Page] | [PDF]
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Timothy Brown. "Direct Classification with Indirect Data" | [Home Page] | [PDF]
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Wei Lu, Jagath Rajapakse. "Constrained Independent Component Analysis" | [Home Page] | [PDF]
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Richard Zemel, Toniann Pitassi. "A Gradient-Based Boosting Algorithm for Regression Problems" | [Home Page] | [PDF]
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Mark Smith, Garrison Cottrell, Karen Anderson. "The Early Word Catches the Weights" | [Home Page] | [PDF]
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James Coughlan, Alan L. Yuille. "The Manhattan World Assumption: Regularities in Scene Statistics which Enable Bayesian Inference" | [Home Page] | [PDF]
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Thomas Natschläger, Wolfgang Maass, Eduardo Sontag, Anthony Zador. "Processing of Time Series by Neural Circuits with Biologically Realistic Synaptic Dynamics" | [Home Page] | [PDF]
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Arno Schödl, Irfan Essa. "Machine Learning for Video-Based Rendering" | [Home Page] | [PDF]
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Gal Elidan, Noam Lotner, Nir Friedman, Daphne Koller. "Discovering Hidden Variables: A Structure-Based Approach" | [Home Page] | [PDF]
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Odelia Schwartz, Eero Simoncelli. "Natural Sound Statistics and Divisive Normalization in the Auditory System" | [Home Page] | [PDF]
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Tong Zhang. "Regularized Winnow Methods" | [Home Page] | [PDF]
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Malcolm Slaney, Michele Covell. "FaceSync: A Linear Operator for Measuring Synchronization of Video Facial Images and Audio Tracks" | [Home Page] | [PDF]
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Volker Tresp. "Mixtures of Gaussian Processes" | [Home Page] | [PDF]
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Blaise Agüera y Arcas, Adrienne Fairhall, William Bialek. "What Can a Single Neuron Compute?" | [Home Page] | [PDF]
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Martin J. Wainwright, Erik Sudderth, Alan Willsky. "Tree-Based Modeling and Estimation of Gaussian Processes on Graphs with Cycles" | [Home Page] | [PDF]
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Xiaohui Xie, Richard Hahnloser, H. Sebastian Seung. "Learning Winner-take-all Competition Between Groups of Neurons in Lateral Inhibitory Networks" | [Home Page] | [PDF]
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Robert Legenstein, Wolfgang Maass. "Foundations for a Circuit Complexity Theory of Sensory Processing" | [Home Page] | [PDF]
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Liam Pedersen, Dimitrios Apostolopoulos, William Whittaker. "Bayes Networks on Ice: Robotic Search for Antarctic Meteorites" | [Home Page] | [PDF]
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Dirk Ormoneit, Hedvig Sidenbladh, Michael Black, Trevor Hastie. "Learning and Tracking Cyclic Human Motion" | [Home Page] | [PDF]
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In Myung, Mark Pitt, Shaobo Zhang, Vijay Balasubramanian. "The Use of MDL to Select among Computational Models of Cognition" | [Home Page] | [PDF]
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Olvi Mangasarian, David Musicant. "Active Support Vector Machine Classification" | [Home Page] | [PDF]
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Jakob Carlström. "Decomposition of Reinforcement Learning for Admission Control of Self-Similar Call Arrival Processes" | [Home Page] | [PDF]
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Ulrik Kjems, Lars Hansen, Stephen Strother. "Generalizable Singular Value Decomposition for Ill-posed Datasets" | [Home Page] | [PDF]
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Olivier Chapelle, Jason Weston, Léon Bottou, Vladimir Vapnik. "Vicinal Risk Minimization" | [Home Page] | [PDF]
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Michael Tipping. "Sparse Kernel Principal Component Analysis" | [Home Page] | [PDF]
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Adam Kowalczyk. "Sparsity of Data Representation of Optimal Kernel Machine and Leave-one-out Estimator" | [Home Page] | [PDF]
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Yee Whye Teh, Geoffrey E. Hinton. "Rate-coded Restricted Boltzmann Machines for Face Recognition" | [Home Page] | [PDF]
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Serge Belongie, Jitendra Malik, Jan Puzicha. "Shape Context: A New Descriptor for Shape Matching and Object Recognition" | [Home Page] | [PDF]
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Zhaoping Li, Peter Dayan. "Position Variance, Recurrence and Perceptual Learning" | [Home Page] | [PDF]
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Richard Hahnloser, H. Sebastian Seung. "Permitted and Forbidden Sets in Symmetric Threshold-Linear Networks" | [Home Page] | [PDF]
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Peter Dayan. "Competition and Arbors in Ocular Dominance" | [Home Page] | [PDF]
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Vladimir Pavlovic, James M. Rehg, John MacCormick. "Learning Switching Linear Models of Human Motion" | [Home Page] | [PDF]
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Hervé Bourlard, Samy Bengio, Katrin Weber. "New Approaches Towards Robust and Adaptive Speech Recognition" | [Home Page] | [PDF]
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Angelo Arleo, Fabrizio Smeraldi, Stéphane Hug, Wulfram Gerstner. "Place Cells and Spatial Navigation Based on 2D Visual Feature Extraction, Path Integration, and Reinforcement Learning" | [Home Page] | [PDF]
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Dirk Ormoneit, Peter W. Glynn. "Kernel-Based Reinforcement Learning in Average-Cost Problems: An Application to Optimal Portfolio Choice" | [Home Page] | [PDF]
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Claudio Gentile. "A New Approximate Maximal Margin Classification Algorithm" | [Home Page] | [PDF]
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Pedro Højen-Sørensen, Ole Winther, Lars Hansen. "Ensemble Learning and Linear Response Theory for ICA" | [Home Page] | [PDF]
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Alex Smola, Zoltán Óvári, Robert C. Williamson. "Regularization with Dot-Product Kernels" | [Home Page] | [PDF]
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Thore Graepel, Ralf Herbrich, Robert C. Williamson. "From Margin to Sparsity" | [Home Page] | [PDF]
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Christopher Williams. "On a Connection between Kernel PCA and Metric Multidimensional Scaling" | [Home Page] | [PDF]
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Sam Roweis. "One Microphone Source Separation" | [Home Page] | [PDF]
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Predrag Neskovic, Philip Davis, Leon Cooper. "Interactive Parts Model: An Application to Recognition of On-line Cursive Script" | [Home Page] | [PDF]
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Sophie Denève, Jean-René Duhamel, Alexandre Pouget. "A New Model of Spatial Representation in Multimodal Brain Areas" | [Home Page] | [PDF]
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Frank Dellaert, Steven Seitz, Sebastian Thrun, Charles Thorpe. "Feature Correspondence: A Markov Chain Monte Carlo Approach" | [Home Page] | [PDF]
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K. Y. Michael Wong, Hidetoshi Nishimori. "Stagewise Processing in Error-correcting Codes and Image Restoration" | [Home Page] | [PDF]
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Thore Graepel, Ralf Herbrich. "The Kernel Gibbs Sampler" | [Home Page] | [PDF]
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Bruno Olshausen, Phil Sallee, Michael Lewicki. "Learning Sparse Image Codes using a Wavelet Pyramid Architecture" | [Home Page] | [PDF]
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Shie Mannor, Ron Meir. "Weak Learners and Improved Rates of Convergence in Boosting" | [Home Page] | [PDF]
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Trausti Kristjansson, Brendan J. Frey. "Keeping Flexible Active Contours on Track using Metropolis Updates" | [Home Page] | [PDF]
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Naftali Tishby, Noam Slonim. "Data Clustering by Markovian Relaxation and the Information Bottleneck Method" | [Home Page] | [PDF]
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Christian Shelton. "Balancing Multiple Sources of Reward in Reinforcement Learning" | [Home Page] | [PDF]
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Gal Chechik, Naftali Tishby. "Temporally Dependent Plasticity: An Information Theoretic Account" | [Home Page] | [PDF]
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Toshiyuki Tanaka. "Analysis of Bit Error Probability of Direct-Sequence CDMA Multiuser Demodulators" | [Home Page] | [PDF]
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Chiranjib Bhattacharyya, S. Keerthi. "A Variational Mean-Field Theory for Sigmoidal Belief Networks" | [Home Page] | [PDF]
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Jun Morimoto, Kenji Doya. "Robust Reinforcement Learning" | [Home Page] | [PDF]
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Peter Dayan, Sham Kakade. "Explaining Away in Weight Space" | [Home Page] | [PDF]
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Koby Crammer, Yoram Singer. "Improved Output Coding for Classification Using Continuous Relaxation" | [Home Page] | [PDF]
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Dörthe Malzahn, Manfred Opper. "Learning Curves for Gaussian Processes Regression: A Framework for Good Approximations" | [Home Page] | [PDF]
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Brendan J. Frey, Relu Patrascu, Tommi Jaakkola, Jodi Moran. "Sequentially Fitting ``Inclusive'' Trees for Inference in Noisy-OR Networks" | [Home Page] | [PDF]
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Carl van Vreeswijk. "Whence Sparseness?" | [Home Page] | [PDF]
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Lawrence Saul, Jont Allen. "Periodic Component Analysis: An Eigenvalue Method for Representing Periodic Structure in Speech" | [Home Page] | [PDF]
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Javier Movellan, Paul Mineiro, Ruth Williams. "Partially Observable SDE Models for Image Sequence Recognition Tasks" | [Home Page] | [PDF]
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Un-Min Bae, Soo-Young Lee. "Combining ICA and Top-Down Attention for Robust Speech Recognition" | [Home Page] | [PDF]
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Michael Gray, Terrence J. Sejnowski, Javier Movellan. "A Comparison of Image Processing Techniques for Visual Speech Recognition Applications" | [Home Page] | [PDF]
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Ilya Nemenman, William Bialek. "Learning Continuous Distributions: Simulations With Field Theoretic Priors" | [Home Page] | [PDF]
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Sumio Watanabe. "Algebraic Information Geometry for Learning Machines with Singularities" | [Home Page] | [PDF]
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David Cohn, Thomas Hofmann. "The Missing Link - A Probabilistic Model of Document Content and Hypertext Connectivity" | [Home Page] | [PDF]
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Vasin Punyakanok, Dan Roth. "The Use of Classifiers in Sequential Inference" | [Home Page] | [PDF]
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Thomas Natschläger, Wolfgang Maass. "Finding the Key to a Synapse" | [Home Page] | [PDF]
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Rudolph van der Merwe, Arnaud Doucet, Nando de Freitas, Eric Wan. "The Unscented Particle Filter" | [Home Page] | [PDF]
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Daniel Lee, H. Sebastian Seung. "Algorithms for Non-negative Matrix Factorization" | [Home Page] | [PDF]
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Barbara Zenger, Christof Koch. "Divisive and Subtractive Mask Effects: Linking Psychophysics and Biophysics" | [Home Page] | [PDF]
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Mark Gales. "Factored Semi-Tied Covariance Matrices" | [Home Page] | [PDF]
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Jürgen Tchorz, Michael Kleinschmidt, Birger Kollmeier. "Noise Suppression Based on Neurophysiologically-motivated SNR Estimation for Robust Speech Recognition" | [Home Page] | [PDF]
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Kevin Archie, Bartlett Mel. "Dendritic Compartmentalization Could Underlie Competition and Attentional Biasing of Simultaneous Visual Stimuli" | [Home Page] | [PDF]
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Hiroyuki Kurino, M. Nakagawa, Kang Lee, Tomonori Nakamura, Yuusuke Yamada, Ki Park, Mitsumasa Koyanagi. "Smart Vision Chip Fabricated Using Three Dimensional Integration Technology" | [Home Page] | [PDF]
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Shimon Edelman, Nathan Intrator. "A Productive, Systematic Framework for the Representation of Visual Structure" | [Home Page] | [PDF]