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Online Prediction on Large Diameter Graphs
Mark Herbster, Guy Lever and Massimiliano Pontil
Advances in Neural Information Processing Systems 21, 2008


Shared Segmentation of Natural Scenes Using Dependent Pitman-Yor Processes
Erik B. Sudderth and Michael I. Jordan
Advances in Neural Information Processing Systems 21, 2008


An Efficient Sequential Monte Carlo Algorithm for Coalescent Clustering
Dilan Gorur and Yee W. Teh
Advances in Neural Information Processing Systems 21, 2008


Generative versus discriminative training of RBMs for classification of fMRI images
Tanya Schmah, Geoffrey E. Hinton, Steven L. Small, Stephen Strother and Richard S. Zemel
Advances in Neural Information Processing Systems 21, 2008


Resolution Limits of Sparse Coding in High Dimensions
Sundeep Rangan, Vivek Goyal and Alyson K. Fletcher
Advances in Neural Information Processing Systems 21, 2008


QUIC-SVD: Fast SVD Using Cosine Trees
Michael P. Holmes, Jr. Isbell, Charles Lee and Alexander G. Gray
Advances in Neural Information Processing Systems 21, 2008


Online Metric Learning and Fast Similarity Search
Prateek Jain, Brian Kulis, Inderjit S. Dhillon and Kristen Grauman
Advances in Neural Information Processing Systems 21, 2008


Dependent Dirichlet Process Spike Sorting
Jan Gasthaus, Frank Wood, Dilan Gorur and Yee W. Teh
Advances in Neural Information Processing Systems 21, 2008


Improving on Expectation Propagation
Manfred Opper, Ulrich Paquet and Ole Winther
Advances in Neural Information Processing Systems 21, 2008


Skill Characterization Based on Betweenness
Ozgur Simsek and Andre S. Barreto
Advances in Neural Information Processing Systems 21, 2008


DiscLDA: Discriminative Learning for Dimensionality Reduction and Classification
Simon Lacoste-julien, Fei Sha and Michael I. Jordan
Advances in Neural Information Processing Systems 21, 2008


Clusters and Coarse Partitions in LP Relaxations
David Sontag, Amir Globerson and Tommi S. Jaakkola
Advances in Neural Information Processing Systems 21, 2008


One sketch for all: Theory and Application of Conditional Random Sampling
Ping Li, Kenneth W. Church and Trevor J. Hastie
Advances in Neural Information Processing Systems 21, 2008


Sparse probabilistic projections
Cédric Archambeau and Francis R. Bach
Advances in Neural Information Processing Systems 21, 2008


Regularized Co-Clustering with Dual Supervision
Vikas Sindhwani, Jianying Hu and Aleksandra Mojsilovic
Advances in Neural Information Processing Systems 21, 2008


Sparse Signal Recovery Using Markov Random Fields
Volkan Cevher, Marco F. Duarte, Chinmay Hegde and Richard Baraniuk
Advances in Neural Information Processing Systems 21, 2008


An improved estimator of Variance Explained in the presence of noise
Ralf M. Haefner and Bruce G. Cumming
Advances in Neural Information Processing Systems 21, 2008


Model selection and velocity estimation using novel priors for motion patterns
Shuang Wu, Hongjing Lu and Alan L. Yuille
Advances in Neural Information Processing Systems 21, 2008


Bounding Performance Loss in Approximate MDP Homomorphisms
Jonathan Taylor, Doina Precup and Prakash Panagaden
Advances in Neural Information Processing Systems 21, 2008


Artificial Olfactory Brain for Mixture Identification
Mehmet K. Muezzinoglu, Alexander Vergara, Ramon Huerta, Thomas Nowotny, Nikolai Rulkov, Henry Abarbanel, Allen Selverston and Mikhail Rabinovich
Advances in Neural Information Processing Systems 21, 2008


Privacy-preserving logistic regression
Kamalika Chaudhuri and Claire Monteleoni
Advances in Neural Information Processing Systems 21, 2008


Nonparametric sparse hierarchical models describe V1 fMRI responses to natural images
Vincent Q. Vu, Bin Yu, Thomas Naselaris, Kendrick Kay, Jack Gallant and Pradeep K. Ravikumar
Advances in Neural Information Processing Systems 21, 2008


Regularized Learning with Networks of Features
Ted Sandler, John Blitzer, Partha P. Talukdar and Lyle H. Ungar
Advances in Neural Information Processing Systems 21, 2008


The Infinite Hierarchical Factor Regression Model
Piyush Rai and Hal Daume
Advances in Neural Information Processing Systems 21, 2008


Bounds on marginal probability distributions
Joris M. Mooij and Hilbert J. Kappen
Advances in Neural Information Processing Systems 21, 2008


Support Vector Machines with a Reject Option
Yves Grandvalet, Alain Rakotomamonjy, Joseph Keshet and Stéphane Canu
Advances in Neural Information Processing Systems 21, 2008


Model Selection in Gaussian Graphical Models: High-Dimensional Consistency of \boldmath$\ell_1$-regularized MLE
Garvesh Raskutti, Bin Yu, Martin J. Wainwright and Pradeep K. Ravikumar
Advances in Neural Information Processing Systems 21, 2008


Implicit Mixtures of Restricted Boltzmann Machines
Vinod Nair and Geoffrey E. Hinton
Advances in Neural Information Processing Systems 21, 2008


Semi-supervised Learning with Weakly-Related Unlabeled Data : Towards Better Text Categorization
Liu Yang, Rong Jin and Rahul Sukthankar
Advances in Neural Information Processing Systems 21, 2008


A Scalable Hierarchical Distributed Language Model
Andriy Mnih and Geoffrey E. Hinton
Advances in Neural Information Processing Systems 21, 2008


Online Models for Content Optimization
Deepak Agarwal, Bee-chung Chen, Pradheep Elango, Nitin Motgi, Seung-taek Park, Raghu Ramakrishnan, Scott Roy and Joe Zachariah
Advances in Neural Information Processing Systems 21, 2008


Fast Computation of Posterior Mode in Multi-Level Hierarchical Models
Liang Zhang and Deepak Agarwal
Advances in Neural Information Processing Systems 21, 2008


Phase transitions for high-dimensional joint support recovery
Sahand Negahban and Martin J. Wainwright
Advances in Neural Information Processing Systems 21, 2008


Psychiatry: Insights into depression through normative decision-making models
Quentin J. Huys, Joshua Vogelstein and Peter Dayan
Advances in Neural Information Processing Systems 21, 2008


Bio-inspired Real Time Sensory Map Realignment in a Robotic Barn Owl
Juan Huo, Zhijun Yang and Alan F. Murray
Advances in Neural Information Processing Systems 21, 2008


Unlabeled data: Now it helps, now it doesn't
Aarti Singh, Robert Nowak and Xiaojin Zhu
Advances in Neural Information Processing Systems 21, 2008


Performance analysis for L\_2 kernel classification
Jooseuk Kim and Clayton Scott
Advances in Neural Information Processing Systems 21, 2008


Predicting the Geometry of Metal Binding Sites from Protein Sequence
Paolo Frasconi and Andrea Passerini
Advances in Neural Information Processing Systems 21, 2008


Weighted Sums of Random Kitchen Sinks: Replacing minimization with randomization in learning
Ali Rahimi and Benjamin Recht
Advances in Neural Information Processing Systems 21, 2008


Probabilistic detection of short events, with application to critical care monitoring
Norm Aleks, Stuart Russell, Michael G. Madden, Diane Morabito, Kristan Staudenmayer, Mitchell Cohen and Geoffrey T. Manley
Advances in Neural Information Processing Systems 21, 2008


Multi-Agent Filtering with Infinitely Nested Beliefs
Luke Zettlemoyer, Brian Milch and Leslie P. Kaelbling
Advances in Neural Information Processing Systems 21, 2008


Gates
Tom Minka and John Winn
Advances in Neural Information Processing Systems 21, 2008


Inferring rankings under constrained sensing
Srikanth Jagabathula and Devavrat Shah
Advances in Neural Information Processing Systems 21, 2008


Differentiable Sparse Coding
J. A. Bagnell and David M. Bradley
Advances in Neural Information Processing Systems 21, 2008


Regularized Policy Iteration
Amir M. Farahmand, Mohammad Ghavamzadeh, Shie Mannor and Csaba Szepesvári
Advances in Neural Information Processing Systems 21, 2008


High-dimensional support union recovery in multivariate regression
Guillaume R. Obozinski, Martin J. Wainwright and Michael I. Jordan
Advances in Neural Information Processing Systems 21, 2008


Characterizing response behavior in multisensory perception with conflicting cues
Rama Natarajan, Iain Murray, Ladan Shams and Richard S. Zemel
Advances in Neural Information Processing Systems 21, 2008


Supervised Exponential Family Principal Component Analysis via Convex Optimization
Yuhong Guo
Advances in Neural Information Processing Systems 21, 2008


Estimating the Location and Orientation of Complex, Correlated Neural Activity using MEG
Julia Owen, Hagai T. Attias, Kensuke Sekihara, Srikantan S. Nagarajan and David P. Wipf
Advances in Neural Information Processing Systems 21, 2008


Human Active Learning
Rui M. Castro, Charles Kalish, Robert Nowak, Ruichen Qian, Tim Rogers and Xiaojin Zhu
Advances in Neural Information Processing Systems 21, 2008


Characterizing neural dependencies with copula models
Pietro Berkes, Frank Wood and Jonathan W. Pillow
Advances in Neural Information Processing Systems 21, 2008


Kernel Measures of Independence for non-iid Data
Xinhua Zhang, Le Song, Arthur Gretton and Alex J. Smola
Advances in Neural Information Processing Systems 21, 2008


A Convex Upper Bound on the Log-Partition Function for Binary Distributions
Laurent E. Ghaoui and Assane Gueye
Advances in Neural Information Processing Systems 21, 2008


The Mondrian Process
Daniel M. Roy and Yee W. Teh
Advances in Neural Information Processing Systems 21, 2008


Analyzing human feature learning as nonparametric Bayesian inference
Thomas L. Griffiths and Joseph L. Austerweil
Advances in Neural Information Processing Systems 21, 2008


Predictive Indexing for Fast Search
Sharad Goel, John Langford and Alexander L. Strehl
Advances in Neural Information Processing Systems 21, 2008


Relative Margin Machines
Tony Jebara and Pannagadatta K. Shivaswamy
Advances in Neural Information Processing Systems 21, 2008


Bayesian Network Score Approximation using a Metagraph Kernel
Benjamin Yackley, Eduardo Corona and Terran Lane
Advances in Neural Information Processing Systems 21, 2008


Grouping Contours Via a Related Image
Praveen Srinivasan, Liming Wang and Jianbo Shi
Advances in Neural Information Processing Systems 21, 2008


Learning Taxonomies by Dependence Maximization
Matthew Blaschko and Arthur Gretton
Advances in Neural Information Processing Systems 21, 2008


Counting Solution Clusters in Graph Coloring Problems Using Belief Propagation
Lukas Kroc, Ashish Sabharwal and Bart Selman
Advances in Neural Information Processing Systems 21, 2008


Fast Prediction on a Tree
Mark Herbster, Massimiliano Pontil and Sergio R. Galeano
Advances in Neural Information Processing Systems 21, 2008


Logistic Normal Priors for Unsupervised Probabilistic Grammar Induction
Shay B. Cohen, Kevin Gimpel and Noah A. Smith
Advances in Neural Information Processing Systems 21, 2008


Estimating Robust Query Models with Convex Optimization
Kevyn Collins-thompson
Advances in Neural Information Processing Systems 21, 2008


Spectral Hashing
Yair Weiss, Antonio Torralba and Rob Fergus
Advances in Neural Information Processing Systems 21, 2008


Deep Learning with Kernel Regularization for Visual Recognition
Kai Yu, Wei Xu and Yihong Gong
Advances in Neural Information Processing Systems 21, 2008


Kernel-ARMA for Hand Tracking and Brain-Machine interfacing During 3D Motor Control
Lavi Shpigelman, Hagai Lalazar and Eilon Vaadia
Advances in Neural Information Processing Systems 21, 2008


Risk Bounds for Randomized Sample Compressed Classifiers
Mohak Shah
Advances in Neural Information Processing Systems 21, 2008


Supervised Dictionary Learning
Julien Mairal, Jean Ponce, Guillermo Sapiro, Andrew Zisserman and Francis R. Bach
Advances in Neural Information Processing Systems 21, 2008


Multi-Level Active Prediction of Useful Image Annotations for Recognition
Sudheendra Vijayanarasimhan and Kristen Grauman
Advances in Neural Information Processing Systems 21, 2008


Clustering via LP-based Stabilities
Nikos Komodakis, Nikos Paragios and Georgios Tziritas
Advances in Neural Information Processing Systems 21, 2008


Learning the Semantic Correlation: An Alternative Way to Gain from Unlabeled Text
Yi Zhang, Artur Dubrawski and Jeff G. Schneider
Advances in Neural Information Processing Systems 21, 2008


Asynchronous Distributed Learning of Topic Models
Padhraic Smyth, Max Welling and Arthur U. Asuncion
Advances in Neural Information Processing Systems 21, 2008


Structure Learning in Human Sequential Decision-Making
Daniel Acuna and Paul R. Schrater
Advances in Neural Information Processing Systems 21, 2008


Estimation of Information Theoretic Measures for Continuous Random Variables
Fernando Pérez-cruz
Advances in Neural Information Processing Systems 21, 2008


Spectral Clustering with Perturbed Data
Ling Huang, Donghui Yan, Nina Taft and Michael I. Jordan
Advances in Neural Information Processing Systems 21, 2008


Bayesian Exponential Family PCA
Shakir Mohamed, Zoubin Ghahramani and Katherine A. Heller
Advances in Neural Information Processing Systems 21, 2008


Adaptive Template Matching with Shift-Invariant Semi-NMF
Jonathan L. Roux, Alain D. Cheveigné and Lucas C. Parra
Advances in Neural Information Processing Systems 21, 2008


Transfer Learning by Distribution Matching for Targeted Advertising
Steffen Bickel, Christoph Sawade and Tobias Scheffer
Advances in Neural Information Processing Systems 21, 2008


Influence of graph construction on graph-based clustering measures
Markus Maier, Ulrike V. Luxburg and Matthias Hein
Advances in Neural Information Processing Systems 21, 2008


Tighter Bounds for Structured Estimation
Olivier Chapelle, Chuong B. Do, Choon H. Teo, Quoc V. Le and Alex J. Smola
Advances in Neural Information Processing Systems 21, 2008


Multi-resolution Exploration in Continuous Spaces
Ali Nouri and Michael L. Littman
Advances in Neural Information Processing Systems 21, 2008


An Online Algorithm for Maximizing Submodular Functions
Matthew Streeter and Daniel Golovin
Advances in Neural Information Processing Systems 21, 2008


A rational model of preference learning and choice prediction by children
Christopher G. Lucas, Thomas L. Griffiths, Fei Xu and Christine Fawcett
Advances in Neural Information Processing Systems 21, 2008


Sequential effects: Superstition or rational behavior?
Angela J. Yu and Jonathan D. Cohen
Advances in Neural Information Processing Systems 21, 2008


Mortal Multi-Armed Bandits
Deepayan Chakrabarti, Ravi Kumar, Filip Radlinski and Eli Upfal
Advances in Neural Information Processing Systems 21, 2008


Extended Grassmann Kernels for Subspace-Based Learning
Jihun Hamm and Daniel D. Lee
Advances in Neural Information Processing Systems 21, 2008


Signal-to-Noise Ratio Analysis of Policy Gradient Algorithms
John W. Roberts and Russ Tedrake
Advances in Neural Information Processing Systems 21, 2008


Modeling human function learning with Gaussian processes
Thomas L. Griffiths, Chris Lucas, Joseph Williams and Michael L. Kalish
Advances in Neural Information Processing Systems 21, 2008


Unsupervised Learning of Visual Sense Models for Polysemous Words
Kate Saenko and Trevor Darrell
Advances in Neural Information Processing Systems 21, 2008


MAS: a multiplicative approximation scheme for probabilistic inference
Ydo Wexler and Christopher Meek
Advances in Neural Information Processing Systems 21, 2008


Efficient Sampling for Gaussian Process Inference using Control Variables
Neil D. Lawrence, Magnus Rattray and Michalis K. Titsias
Advances in Neural Information Processing Systems 21, 2008


Learning Hybrid Models for Image Annotation with Partially Labeled Data
Xuming He and Richard S. Zemel
Advances in Neural Information Processing Systems 21, 2008


Non-parametric Regression Between Manifolds
Florian Steinke and Matthias Hein
Advances in Neural Information Processing Systems 21, 2008


Unifying the Sensory and Motor Components of Sensorimotor Adaptation
Adrian Haith, Carl P. Jackson, R. C. Miall and Sethu Vijayakumar
Advances in Neural Information Processing Systems 21, 2008


Fitted Q-iteration by Advantage Weighted Regression
Gerhard Neumann and Jan R. Peters
Advances in Neural Information Processing Systems 21, 2008


Robust Regression and Lasso
Huan Xu, Constantine Caramanis and Shie Mannor
Advances in Neural Information Processing Systems 21, 2008


A ``Shape Aware'' Model for semi-supervised Learning of Objects and its Context
Abhinav Gupta, Jianbo Shi and Larry S. Davis
Advances in Neural Information Processing Systems 21, 2008


Clustered Multi-Task Learning: A Convex Formulation
Laurent Jacob, Jean-philippe Vert and Francis R. Bach
Advances in Neural Information Processing Systems 21, 2008


A Transductive Bound for the Voted Classifier with an Application to Semi-supervised Learning
Massih Amini, Nicolas Usunier and François Laviolette
Advances in Neural Information Processing Systems 21, 2008


Evaluating probabilities under high-dimensional latent variable models
Iain Murray and Ruslan Salakhutdinov
Advances in Neural Information Processing Systems 21, 2008


Stochastic Relational Models for Large-scale Dyadic Data using MCMC
Shenghuo Zhu, Kai Yu and Yihong Gong
Advances in Neural Information Processing Systems 21, 2008


A spatially varying two-sample recombinant coalescent, with applications to HIV escape response
Alexander Braunstein, Zhi Wei, Shane T. Jensen and Jon D. Mcauliffe
Advances in Neural Information Processing Systems 21, 2008


Learning with Consistency between Inductive Functions and Kernels
Haixuan Yang, Irwin King and Michael Lyu
Advances in Neural Information Processing Systems 21, 2008


MCBoost: Multiple Classifier Boosting for Perceptual Co-clustering of Images and Visual Features
Tae-kyun Kim and Roberto Cipolla
Advances in Neural Information Processing Systems 21, 2008


The Conjoint Effect of Divisive Normalization and Orientation Selectivity on Redundancy Reduction
Fabian H. Sinz and Matthias Bethge
Advances in Neural Information Processing Systems 21, 2008


Fast Rates for Regularized Objectives
Karthik Sridharan, Shai Shalev-shwartz and Nathan Srebro
Advances in Neural Information Processing Systems 21, 2008


Particle Filter-based Policy Gradient in POMDPs
Pierre-arnaud Coquelin, Romain Deguest and Rémi Munos
Advances in Neural Information Processing Systems 21, 2008


Designing neurophysiology experiments to optimally constrain receptive field models along parametric submanifolds
Jeremy Lewi, Robert Butera, David M. Schneider, Sarah Woolley and Liam Paninski
Advances in Neural Information Processing Systems 21, 2008


Simple Local Models for Complex Dynamical Systems
Erik Talvitie and Satinder P. Singh
Advances in Neural Information Processing Systems 21, 2008


Nonrigid Structure from Motion in Trajectory Space
Ijaz Akhter, Yaser Sheikh, Sohaib Khan and Takeo Kanade
Advances in Neural Information Processing Systems 21, 2008


Bayesian Experimental Design of Magnetic Resonance Imaging Sequences
Hannes Nickisch, Rolf Pohmann, Bernhard Schölkopf and Matthias Seeger
Advances in Neural Information Processing Systems 21, 2008


Generative and Discriminative Learning with Unknown Labeling Bias
Steven J. Phillips and Miroslav Dudík
Advances in Neural Information Processing Systems 21, 2008


Biasing Approximate Dynamic Programming with a Lower Discount Factor
Marek Petrik and Bruno Scherrer
Advances in Neural Information Processing Systems 21, 2008


Kernel Change-point Analysis
Za\"ıd Harchaoui, Eric Moulines and Francis R. Bach
Advances in Neural Information Processing Systems 21, 2008


On Bootstrapping the ROC Curve
Patrice Bertail, Stéphan J. Clémençcon and Nicolas Vayatis
Advances in Neural Information Processing Systems 21, 2008


PSDBoost: Matrix-Generation Linear Programming for Positive Semidefinite Matrices Learning
Chunhua Shen, Alan Welsh and Lei Wang
Advances in Neural Information Processing Systems 21, 2008


On the Design of Loss Functions for Classification: theory, robustness to outliers, and SavageBoost
Hamed Masnadi-shirazi and Nuno Vasconcelos
Advances in Neural Information Processing Systems 21, 2008


The Recurrent Temporal Restricted Boltzmann Machine
Ilya Sutskever, Geoffrey E. Hinton and Graham W. Taylor
Advances in Neural Information Processing Systems 21, 2008


Overlaying classifiers: a practical approach for optimal ranking
Stéphan J. Clémençcon and Nicolas Vayatis
Advances in Neural Information Processing Systems 21, 2008


Breaking Audio CAPTCHAs
Jennifer Tam, Jiri Simsa, Sean Hyde and Luis V. Ahn
Advances in Neural Information Processing Systems 21, 2008


Playing Pinball with non-invasive BCI
Matthias Krauledat, Konrad Grzeska, Max Sagebaum, Benjamin Blankertz, Carmen Vidaurre, Klaus-robert Müller and Michael Schröder
Advances in Neural Information Processing Systems 21, 2008


Covariance Estimation for High Dimensional Data Vectors Using the Sparse Matrix Transform
Guangzhi Cao and Charles Bouman
Advances in Neural Information Processing Systems 21, 2008


Online Optimization in X-Armed Bandits
Sébastien Bubeck, Gilles Stoltz, Csaba Szepesvári and Rémi Munos
Advances in Neural Information Processing Systems 21, 2008


Kernelized Sorting
Novi Quadrianto, Le Song and Alex J. Smola
Advances in Neural Information Processing Systems 21, 2008


Empirical performance maximization for linear rank statistics
Stéphan J. Clémençcon and Nicolas Vayatis
Advances in Neural Information Processing Systems 21, 2008


Diffeomorphic Dimensionality Reduction
Christian Walder and Bernhard Schölkopf
Advances in Neural Information Processing Systems 21, 2008


Using Bayesian Dynamical Systems for Motion Template Libraries
Silvia Chiappa, Jens Kober and Jan R. Peters
Advances in Neural Information Processing Systems 21, 2008


Accelerating Bayesian Inference over Nonlinear Differential Equations with Gaussian Processes
Ben Calderhead, Mark Girolami and Neil D. Lawrence
Advances in Neural Information Processing Systems 21, 2008


Global Ranking Using Continuous Conditional Random Fields
Tao Qin, Tie-yan Liu, Xu-dong Zhang, De-sheng Wang and Hang Li
Advances in Neural Information Processing Systems 21, 2008


A mixture model for the evolution of gene expression in non-homogeneous datasets
Gerald Quon, Yee W. Teh, Esther Chan, Timothy Hughes, Michael Brudno and Quaid D. Morris
Advances in Neural Information Processing Systems 21, 2008


ICA based on a Smooth Estimation of the Differential Entropy
Lev Faivishevsky and Jacob Goldberger
Advances in Neural Information Processing Systems 21, 2008


An Empirical Analysis of Domain Adaptation Algorithms for Genomic Sequence Analysis
Gabriele Schweikert, Gunnar Rätsch, Christian K. Widmer and Bernhard Schölkopf
Advances in Neural Information Processing Systems 21, 2008


Finding Latent Causes in Causal Networks: an Efficient Approach Based on Markov Blankets
Jean-philippe Pellet and André Elisseeff
Advances in Neural Information Processing Systems 21, 2008


On the Complexity of Linear Prediction: Risk Bounds, Margin Bounds, and Regularization
Sham M. Kakade, Karthik Sridharan and Ambuj Tewari
Advances in Neural Information Processing Systems 21, 2008


On the Reliability of Clustering Stability in the Large Sample Regime
Ohad Shamir and Naftali Tishby
Advances in Neural Information Processing Systems 21, 2008


Adaptive Forward-Backward Greedy Algorithm for Sparse Learning with Linear Models
Tong Zhang
Advances in Neural Information Processing Systems 21, 2008


Multi-stage Convex Relaxation for Learning with Sparse Regularization
Tong Zhang
Advances in Neural Information Processing Systems 21, 2008


Convergence and Rate of Convergence of a Manifold-Based Dimension Reduction Algorithm
Andrew Smith, Hongyuan Zha and Xiao-ming Wu
Advances in Neural Information Processing Systems 21, 2008


Understanding Brain Connectivity Patterns during Motor Imagery for Brain-Computer Interfacing
Moritz Grosse-wentrup
Advances in Neural Information Processing Systems 21, 2008


Exact Convex Confidence-Weighted Learning
Koby Crammer, Mark Dredze and Fernando Pereira
Advances in Neural Information Processing Systems 21, 2008


Characteristic Kernels on Groups and Semigroups
Kenji Fukumizu, Arthur Gretton, Bernhard Schölkopf and Bharath K. Sriperumbudur
Advances in Neural Information Processing Systems 21, 2008


Algorithms for Infinitely Many-Armed Bandits
Yizao Wang, Jean-yves Audibert and Rémi Munos
Advances in Neural Information Processing Systems 21, 2008


Improved Moves for Truncated Convex Models
Philip Torr and M. P. Kumar
Advances in Neural Information Processing Systems 21, 2008


Non-stationary dynamic Bayesian networks
Joshua W. Robinson and Alexander J. Hartemink
Advances in Neural Information Processing Systems 21, 2008


Optimization on a Budget: A Reinforcement Learning Approach
Paul L. Ruvolo, Ian Fasel and Javier R. Movellan
Advances in Neural Information Processing Systems 21, 2008


Extracting State Transition Dynamics from Multiple Spike Trains with Correlated Poisson HMM
Kentaro Katahira, Jun Nishikawa, Kazuo Okanoya and Masato Okada
Advances in Neural Information Processing Systems 21, 2008


Multi-task Gaussian Process Learning of Robot Inverse Dynamics
Christopher Williams, Stefan Klanke, Sethu Vijayakumar and Kian M. Chai
Advances in Neural Information Processing Systems 21, 2008


Efficient Inference in Phylogenetic InDel Trees
Alexandre Bouchard-côté, Dan Klein and Michael I. Jordan
Advances in Neural Information Processing Systems 21, 2008


Temporal Difference Based Actor Critic Learning - Convergence and Neural Implementation
Dotan D. Castro, Dmitry Volkinshtein and Ron Meir
Advances in Neural Information Processing Systems 21, 2008


Relative Performance Guarantees for Approximate Inference in Latent Dirichlet Allocation
Indraneel Mukherjee and David M. Blei
Advances in Neural Information Processing Systems 21, 2008


Offline Handwriting Recognition with Multidimensional Recurrent Neural Networks
Alex Graves and Jürgen Schmidhuber
Advances in Neural Information Processing Systems 21, 2008


A Convergent $O(n)$ Temporal-difference Algorithm for Off-policy Learning with Linear Function Approximation
Richard S. Sutton, Hamid R. Maei and Csaba Szepesvári
Advances in Neural Information Processing Systems 21, 2008


Rademacher Complexity Bounds for Non-I.I.D. Processes
Mehryar Mohri and Afshin Rostamizadeh
Advances in Neural Information Processing Systems 21, 2008


Efficient Exact Inference in Planar Ising Models
Nicol N. Schraudolph and Dmitry Kamenetsky
Advances in Neural Information Processing Systems 21, 2008


Cell Assemblies in Large Sparse Inhibitory Networks of Biologically Realistic Spiking Neurons
Adam Ponzi and Jeff Wickens
Advances in Neural Information Processing Systems 21, 2008


Measures of Clustering Quality: A Working Set of Axioms for Clustering
Shai Ben-david and Margareta Ackerman
Advances in Neural Information Processing Systems 21, 2008


Modeling the effects of memory on human online sentence processing with particle filters
Roger P. Levy, Florencia Reali and Thomas L. Griffiths
Advances in Neural Information Processing Systems 21, 2008


Gaussian-process factor analysis for low-dimensional single-trial analysis of neural population activity
Byron M. Yu, John P. Cunningham, Gopal Santhanam, Stephen I. Ryu, Krishna V. Shenoy and Maneesh Sahani
Advances in Neural Information Processing Systems 21, 2008


Scalable Algorithms for String Kernels with Inexact Matching
Pavel P. Kuksa, Pai-hsi Huang and Vladimir Pavlovic
Advances in Neural Information Processing Systems 21, 2008


Hierarchical Fisher Kernels for Longitudinal Data
Zhengdong Lu, Jeffrey Kaye and Todd K. Leen
Advances in Neural Information Processing Systems 21, 2008


A computational model of hippocampal function in trace conditioning
Elliot A. Ludvig, Richard S. Sutton, Eric Verbeek and E. J. Kehoe
Advances in Neural Information Processing Systems 21, 2008


MDPs with Non-Deterministic Policies
Mahdi M. Fard and Joelle Pineau
Advances in Neural Information Processing Systems 21, 2008


Shape-Based Object Localization for Descriptive Classification
Geremy Heitz, Gal Elidan, Benjamin Packer and Daphne Koller
Advances in Neural Information Processing Systems 21, 2008


Short-Term Depression in VLSI Stochastic Synapse
Peng Xu, Timothy K. Horiuchi and Pamela A. Abshire
Advances in Neural Information Processing Systems 21, 2008


Near-minimax recursive density estimation on the binary hypercube
Maxim Raginsky, Svetlana Lazebnik, Rebecca Willett and Jorge Silva
Advances in Neural Information Processing Systems 21, 2008


Effects of Stimulus Type and of Error-Correcting Code Design on BCI Speller Performance
Jeremy Hill, Jason Farquhar, Suzanna Martens, Felix Biessmann and Bernhard Schölkopf
Advances in Neural Information Processing Systems 21, 2008


A general framework for investigating how far the decoding process in the brain can be simplified
Masafumi Oizumi, Toshiyuki Ishii, Kazuya Ishibashi, Toshihiko Hosoya and Masato Okada
Advances in Neural Information Processing Systems 21, 2008


Large Margin Taxonomy Embedding for Document Categorization
Kilian Q. Weinberger and Olivier Chapelle
Advances in Neural Information Processing Systems 21, 2008


Reconciling Real Scores with Binary Comparisons: A New Logistic Based Model for Ranking
Nir Ailon
Advances in Neural Information Processing Systems 21, 2008


Multiscale Random Fields with Application to Contour Grouping
Longin J. Latecki, Chengen Lu, Marc Sobel and Xiang Bai
Advances in Neural Information Processing Systems 21, 2008


Nonparametric regression and classification with joint sparsity constraints
Han Liu, Larry Wasserman and John D. Lafferty
Advances in Neural Information Processing Systems 21, 2008


Syntactic Topic Models
Jordan L. Boyd-graber and David M. Blei
Advances in Neural Information Processing Systems 21, 2008


Theory of matching pursuit
Zakria Hussain and John S. Shawe-taylor
Advances in Neural Information Processing Systems 21, 2008


Nonparametric Bayesian Learning of Switching Linear Dynamical Systems
Emily B. Fox, Erik B. Sudderth, Alan S. Willsky, Michael I. Jordan and Alan S. Willsky
Advances in Neural Information Processing Systems 21, 2008


Learning a discriminative hidden part model for human action recognition
Yang Wang and Greg Mori
Advances in Neural Information Processing Systems 21, 2008


Integrating Locally Learned Causal Structures with Overlapping Variables
David Danks, Clark Glymour and Robert E. Tillman
Advances in Neural Information Processing Systems 21, 2008


Posterior Consistency of the Silverman g-prior in Bayesian Model Choice
Zhihua Zhang, Michael I. Jordan and Dit-yan Yeung
Advances in Neural Information Processing Systems 21, 2008


Correlated Bigram LSA for Unsupervised Language Model Adaptation
Yik-cheung Tam and Tanja Schultz
Advances in Neural Information Processing Systems 21, 2008


On the asymptotic equivalence between differential Hebbian and temporal difference learning using a local third factor
Christoph Kolodziejski, Bernd Porr, Minija Tamosiunaite and Florentin Wörgötter
Advances in Neural Information Processing Systems 21, 2008


On the Generalization Ability of Online Strongly Convex Programming Algorithms
Sham M. Kakade and Ambuj Tewari
Advances in Neural Information Processing Systems 21, 2008


Supervised Bipartite Graph Inference
Yoshihiro Yamanishi
Advances in Neural Information Processing Systems 21, 2008


Localized Sliced Inverse Regression
Qiang Wu, Sayan Mukherjee and Feng Liang
Advances in Neural Information Processing Systems 21, 2008


Sparse Online Learning via Truncated Gradient
John Langford, Lihong Li and Tong Zhang
Advances in Neural Information Processing Systems 21, 2008


Hebbian Learning of Bayes Optimal Decisions
Bernhard Nessler, Michael Pfeiffer and Wolfgang Maass
Advances in Neural Information Processing Systems 21, 2008


How memory biases affect information transmission: A rational analysis of serial reproduction
Jing Xu and Thomas L. Griffiths
Advances in Neural Information Processing Systems 21, 2008


Sparsity of SVMs that use the epsilon-insensitive loss
Ingo Steinwart and Andreas Christmann
Advances in Neural Information Processing Systems 21, 2008


Adapting to a Market Shock: Optimal Sequential Market-Making
Sanmay Das and Malik Magdon-ismail
Advances in Neural Information Processing Systems 21, 2008


Fast High-dimensional Kernel Summations Using the Monte Carlo Multipole Method
Dongryeol Lee and Alexander G. Gray
Advances in Neural Information Processing Systems 21, 2008


Nonlinear causal discovery with additive noise models
Patrik O. Hoyer, Dominik Janzing, Joris M. Mooij, Jonas R. Peters and Bernhard Schölkopf
Advances in Neural Information Processing Systems 21, 2008


Using matrices to model symbolic relationship
Ilya Sutskever and Geoffrey E. Hinton
Advances in Neural Information Processing Systems 21, 2008


Automatic online tuning for fast Gaussian summation
Vlad I. Morariu, Balaji V. Srinivasan, Vikas C. Raykar, Ramani Duraiswami and Larry S. Davis
Advances in Neural Information Processing Systems 21, 2008


Temporal Dynamics of Cognitive Control
Jeremy Reynolds and Michael C. Mozer
Advances in Neural Information Processing Systems 21, 2008


Optimal Response Initiation: Why Recent Experience Matters
Matt Jones, Sachiko Kinoshita and Michael C. Mozer
Advances in Neural Information Processing Systems 21, 2008


Structured ranking learning using cumulative distribution networks
Jim C. Huang and Brendan J. Frey
Advances in Neural Information Processing Systems 21, 2008


Beyond Novelty Detection: Incongruent Events, when General and Specific Classifiers Disagree
Daphna Weinshall, Hynek Hermansky, Alon Zweig, Jie Luo, Holly Jimison, Frank Ohl and Misha Pavel
Advances in Neural Information Processing Systems 21, 2008


On the Efficient Minimization of Classification Calibrated Surrogates
Richard Nock and Frank Nielsen
Advances in Neural Information Processing Systems 21, 2008


Near-optimal Regret Bounds for Reinforcement Learning
Peter Auer, Thomas Jaksch and Ronald Ortner
Advances in Neural Information Processing Systems 21, 2008


The Gaussian Process Density Sampler
Iain Murray, David Mackay and Ryan P. Adams
Advances in Neural Information Processing Systems 21, 2008


Bayesian Synchronous Grammar Induction
Phil Blunsom, Trevor Cohn and Miles Osborne
Advances in Neural Information Processing Systems 21, 2008


Local Gaussian Process Regression for Real Time Online Model Learning
Duy Nguyen-tuong, Jan R. Peters and Matthias Seeger
Advances in Neural Information Processing Systems 21, 2008


On Computational Power and the Order-Chaos Phase Transition in Reservoir Computing
Benjamin Schrauwen, Lars Buesing and Robert A. Legenstein
Advances in Neural Information Processing Systems 21, 2008


Learning Transformational Invariants from Natural Movies
Charles Cadieu and Bruno A. Olshausen
Advances in Neural Information Processing Systems 21, 2008


Domain Adaptation with Multiple Sources
Yishay Mansour, Mehryar Mohri and Afshin Rostamizadeh
Advances in Neural Information Processing Systems 21, 2008


Deflation Methods for Sparse PCA
Lester W. Mackey
Advances in Neural Information Processing Systems 21, 2008


From Online to Batch Learning with Cutoff-Averaging
Ofer Dekel
Advances in Neural Information Processing Systems 21, 2008


Mind the Duality Gap: Logarithmic regret algorithms for online optimization
Shai Shalev-shwartz and Sham M. Kakade
Advances in Neural Information Processing Systems 21, 2008


A Massively Parallel Digital Learning Processor
Hans P. Graf, Srihari Cadambi, Venkata Jakkula, Murugan Sankaradass, Eric Cosatto, Srimat Chakradhar and Igor Dourdanovic
Advances in Neural Information Processing Systems 21, 2008


Partially Observed Maximum Entropy Discrimination Markov Networks
Jun Zhu, Eric P. Xing and Bo Zhang
Advances in Neural Information Processing Systems 21, 2008


Robust Kernel Principal Component Analysis
Minh H. Nguyen and Fernando Torre
Advances in Neural Information Processing Systems 21, 2008


Bayesian Kernel Shaping for Learning Control
Jo-anne Ting, Mrinal Kalakrishnan, Sethu Vijayakumar and Stefan Schaal
Advances in Neural Information Processing Systems 21, 2008


An Homotopy Algorithm for the Lasso with Online Observations
Pierre Garrigues and Laurent E. Ghaoui
Advances in Neural Information Processing Systems 21, 2008


Self-organization using synaptic plasticity
Vicençc Gómez, Andreas Kaltenbrunner, Vicente López and Hilbert J. Kappen
Advances in Neural Information Processing Systems 21, 2008


Exploring Large Feature Spaces with Hierarchical Multiple Kernel Learning
Francis R. Bach
Advances in Neural Information Processing Systems 21, 2008


Sparse Convolved Gaussian Processes for Multi-output Regression
Mauricio Alvarez and Neil D. Lawrence
Advances in Neural Information Processing Systems 21, 2008


Learning Bounded Treewidth Bayesian Networks
Gal Elidan and Stephen Gould
Advances in Neural Information Processing Systems 21, 2008


Modeling Short-term Noise Dependence of Spike Counts in Macaque Prefrontal Cortex
Arno Onken, Steffen Grünewälder, Matthias Munk and Klaus Obermayer
Advances in Neural Information Processing Systems 21, 2008


Linear Classification and Selective Sampling Under Low Noise Conditions
Giovanni Cavallanti, Nicolò Cesa-bianchi and Claudio Gentile
Advances in Neural Information Processing Systems 21, 2008


Continuously-adaptive discretization for message-passing algorithms
Michael Isard, John Maccormick and Kannan Achan
Advances in Neural Information Processing Systems 21, 2008


Dimensionality Reduction for Data in Multiple Feature Representations
Yen-yu Lin, Tyng-luh Liu and Chiou-shann Fuh
Advances in Neural Information Processing Systems 21, 2008


Dependence of Orientation Tuning on Recurrent Excitation and Inhibition in a Network Model of V1
Klaus Wimmer, Marcel Stimberg, Robert Martin, Lars Schwabe, Jorge Mariño, James Schummers, David C. Lyon, Mriganka Sur and Klaus Obermayer
Advances in Neural Information Processing Systems 21, 2008


An Extended Level Method for Efficient Multiple Kernel Learning
Zenglin Xu, Rong Jin, Irwin King and Michael Lyu
Advances in Neural Information Processing Systems 21, 2008


Dynamic visual attention: searching for coding length increments
Xiaodi Hou and Liqing Zhang
Advances in Neural Information Processing Systems 21, 2008


Efficient Direct Density Ratio Estimation for Non-stationarity Adaptation and Outlier Detection
Takafumi Kanamori, Shohei Hido and Masashi Sugiyama
Advances in Neural Information Processing Systems 21, 2008


An ideal observer model of infant object perception
Charles Kemp and Fei Xu
Advances in Neural Information Processing Systems 21, 2008


Multi-label Multiple Kernel Learning
Shuiwang Ji, Liang Sun, Rong Jin and Jieping Ye
Advances in Neural Information Processing Systems 21, 2008


Recursive Segmentation and Recognition Templates for 2D Parsing
Leo Zhu, Yuanhao Chen, Yuan Lin, Chenxi Lin and Alan L. Yuille
Advances in Neural Information Processing Systems 21, 2008


Reducing statistical dependencies in natural signals using radial Gaussianization
Siwei Lyu and Eero P. Simoncelli
Advances in Neural Information Processing Systems 21, 2008


Interpreting the neural code with Formal Concept Analysis
Dominik Endres and Peter Foldiak
Advances in Neural Information Processing Systems 21, 2008


Stress, noradrenaline, and realistic prediction of mouse behaviour using reinforcement learning
Carmen Sandi, Wulfram Gerstner and Gediminas Lukšys
Advances in Neural Information Processing Systems 21, 2008


The Infinite Factorial Hidden Markov Model
Jurgen V. Gael, Yee W. Teh and Zoubin Ghahramani
Advances in Neural Information Processing Systems 21, 2008


Adaptive Martingale Boosting
Phil Long and Rocco Servedio
Advances in Neural Information Processing Systems 21, 2008


Tracking Changing Stimuli in Continuous Attractor Neural Networks
K. Wong, Si Wu and Chi Fung
Advances in Neural Information Processing Systems 21, 2008


Translated Learning: Transfer Learning across Different Feature Spaces
Wenyuan Dai, Yuqiang Chen, Gui-rong Xue, Qiang Yang and Yong Yu
Advances in Neural Information Processing Systems 21, 2008


Variational Mixture of Gaussian Process Experts
Chao Yuan and Claus Neubauer
Advances in Neural Information Processing Systems 21, 2008


Learning to Use Working Memory in Partially Observable Environments through Dopaminergic Reinforcement
Michael T. Todd, Yael Niv and Jonathan D. Cohen
Advances in Neural Information Processing Systems 21, 2008


Bayesian Model of Behaviour in Economic Games
Debajyoti Ray, Brooks King-casas, P. R. Montague and Peter Dayan
Advances in Neural Information Processing Systems 21, 2008


Mixed Membership Stochastic Blockmodels
Edoardo M. Airoldi, David M. Blei, Stephen E. Fienberg and Eric P. Xing
Advances in Neural Information Processing Systems 21, 2008


Policy Search for Motor Primitives in Robotics
Jens Kober and Jan R. Peters
Advances in Neural Information Processing Systems 21, 2008


Hierarchical Semi-Markov Conditional Random Fields for Recursive Sequential Data
Tran T. Truyen, Dinh Phung, Hung Bui and Svetha Venkatesh
Advances in Neural Information Processing Systems 21, 2008


Cascaded Classification Models: Combining Models for Holistic Scene Understanding
Geremy Heitz, Stephen Gould, Ashutosh Saxena and Daphne Koller
Advances in Neural Information Processing Systems 21, 2008


Robust Near-Isometric Matching via Structured Learning of Graphical Models
Alex J. Smola, Julian J. Mcauley and Tibério S. Caetano
Advances in Neural Information Processing Systems 21, 2008


Look Ma, No Hands: Analyzing the Monotonic Feature Abstraction for Text Classification
Doug Downey and Oren Etzioni
Advances in Neural Information Processing Systems 21, 2008


Cyclizing Clusters via Zeta Function of a Graph
Deli Zhao and Xiaoou Tang
Advances in Neural Information Processing Systems 21, 2008


Load and Attentional Bayes
Peter Dayan
Advances in Neural Information Processing Systems 21, 2008


Goal-directed decision making in prefrontal cortex: a computational framework
Matthew Botvinick and James An
Advances in Neural Information Processing Systems 21, 2008


Natural Image Denoising with Convolutional Networks
Viren Jain and Sebastian Seung
Advances in Neural Information Processing Systems 21, 2008


Spike Feature Extraction Using Informative Samples
Zhi Yang, Qi Zhao and Wentai Liu
Advances in Neural Information Processing Systems 21, 2008


Estimating vector fields using sparse basis field expansions
Stefan Haufe, Vadim V. Nikulin, Andreas Ziehe, Klaus-robert Müller and Guido Nolte
Advances in Neural Information Processing Systems 21, 2008


An interior-point stochastic approximation method and an L1-regularized delta rule
Peter Carbonetto, Mark Schmidt and Nando D. Freitas
Advances in Neural Information Processing Systems 21, 2008