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Poster
Mon Dec 08 08:45 PM -- 12:00 AM (PST)
Particle Filter-based Policy Gradient in POMDPs
Pierre-Arnaud Coquelin · Romain Deguest · Remi Munos
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Poster
Mon Dec 08 08:45 PM -- 12:00 AM (PST)
Non-stationary dynamic Bayesian networks
Joshua W Robinson · Alexander J Hartemink
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Poster
Mon Dec 08 08:45 PM -- 12:00 AM (PST)
Learning Taxonomies by Dependence Maximization
Matthew B Blaschko · Arthur Gretton
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Poster
Mon Dec 08 08:45 PM -- 12:00 AM (PST)
Regularized Learning with Networks of Features
Ted Sandler · John Blitzer · Partha P Talukdar · Lyle Ungar
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Poster
Mon Dec 08 08:45 PM -- 12:00 AM (PST)
Efficient Inference in Phylogenetic InDel Trees
Alexandre Bouchard-Côté · Michael Jordan · Dan Klein
[ PDF
Poster
Mon Dec 08 08:45 PM -- 12:00 AM (PST)
Multiscale Random Fields with Application to Contour Grouping
Longin Jan J Latecki · ChengEn Lu · Marc J Sobel · Xiang Bai
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Poster
Mon Dec 08 08:45 PM -- 12:00 AM (PST)
Bio-inspired Real Time Sensory Map Realignment in a Robotic Barn Owl
Juan Huo · Zhijun Yang · Alan F Murray
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Poster
Mon Dec 08 08:45 PM -- 12:00 AM (PST)
Short-Term Depression in VLSI Stochastic Synapse
Peng Xu · Timothy K Horiuchi · Pamela A Abshire
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Poster
Mon Dec 08 08:45 PM -- 12:00 AM (PST)
Tracking Changing Stimuli in Continuous Attractor Neural Networks
Chi Chung Fung · K. Y. Michael Wong · Si Wu
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Poster
Mon Dec 08 08:45 PM -- 12:00 AM (PST)
A "Shape Aware" Model for semi-supervised Learning of Objects and its Context
Abhinav Gupta · Jianbo Shi · Larry Davis
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Poster
Mon Dec 08 08:45 PM -- 12:00 AM (PST)
Designing neurophysiology experiments to optimally constrain receptive field models along parametric
Jeremy Lewi · Robert Butera · Liam M Paninski
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Poster
Mon Dec 08 08:45 PM -- 12:00 AM (PST)
Local Gaussian Process Regression for Real Time Online Model Learning
Duy Nguyen-Tuong · Matthias Seeger · Jan Peters
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Poster
Mon Dec 08 08:45 PM -- 12:00 AM (PST)
Privacy-preserving logistic regression
Kamalika Chaudhuri · Claire Monteleoni
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Poster
Mon Dec 08 08:45 PM -- 12:00 AM (PST)
Transfer Learning by Distribution Matching for Targeted Advertising
Steffen Bickel · Christoph Sawade · Tobias Scheffer
[ PDF
Poster
Mon Dec 08 08:45 PM -- 12:00 AM (PST)
Goal-directed decision making in prefrontal cortex: a computational framework
Matthew Botvinick · James An
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Poster
Mon Dec 08 08:45 PM -- 12:00 AM (PST)
Cyclizing Clusters via Zeta Function of a Graph
Deli Zhao · Xiaoou Tang
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Poster
Mon Dec 08 08:45 PM -- 12:00 AM (PST)
One sketch for all: Theory and Application of Conditional Random Sampling
Ping Li · Kenneth W Church · Trevor Hastie
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Poster
Mon Dec 08 08:45 PM -- 12:00 AM (PST)
On the Reliability of Clustering Stability in the Large Sample Regime
Ohad Shamir · Naftali Tishby
[ PDF
Poster
Mon Dec 08 08:45 PM -- 12:00 AM (PST)
Hierarchical Conditional Random Fields for Recursive Sequential Data
The Truyen Tran · Dinh Q Phung · Hung H Bui · Svetha Venkatesh
[ PDF
Poster
Mon Dec 08 08:45 PM -- 12:00 AM (PST)
Evaluating probabilities under high-dimensional latent variable models
Iain Murray · Russ Salakhutdinov
[ PDF
Poster
Mon Dec 08 08:45 PM -- 12:00 AM (PST)
Spectral Hashing
Yair Weiss · Antonio Torralba · Rob Fergus
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Poster
Mon Dec 08 08:45 PM -- 12:00 AM (PST)
An ideal observer model of infant object perception
Charles Kemp · Fei Xu
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Poster
Mon Dec 08 08:45 PM -- 12:00 AM (PST)
Robust Near-Isometric Matching via Structured Learning of Graphical Models
Julian J McAuley · Tiberio Caetano · Alex Smola
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Poster
Mon Dec 08 08:45 PM -- 12:00 AM (PST)
Convergence and Rate of Convergence of A Manifold-Based Dimension Reduction
Andrew Smith · Xiaoming Huo · Hongyuan Zha
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Poster
Mon Dec 08 08:45 PM -- 12:00 AM (PST)
An Efficient Sequential Monte Carlo Algorithm for Coalescent Clustering
DILAN Gorur · Yee Whye Teh
[ PDF
Poster
Mon Dec 08 08:45 PM -- 12:00 AM (PST)
Counting Solution Clusters Using Belief Propagation
Lukas Kroc · Ashish Sabharwal · Bart Selman
[ PDF
Poster
Mon Dec 08 08:45 PM -- 12:00 AM (PST)
Estimation of Information Theoretic Measures for Continuous Random Variables
Fernando Perez-Cruz
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Poster
Mon Dec 08 08:45 PM -- 12:00 AM (PST)
Predictive Indexing for Fast Search
Sharad Goel · John Langford · Alexander L Strehl
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Poster
Mon Dec 08 08:45 PM -- 12:00 AM (PST)
Temporal Difference Based Actor Critic Learning - Convergence and Neural Implementation
Dotan Di Castro · Dima Volkinshtein · Ron Meir
[ PDF
Poster
Mon Dec 08 08:45 PM -- 12:00 AM (PST)
An empirical Analysis of Domain Adaptation Algorithms for Genomic Sequence Analysis
Gabriele B Schweikert · Christian Widmer · Bernhard Schölkopf · Gunnar Rätsch
[ PDF
Poster
Mon Dec 08 08:45 PM -- 12:00 AM (PST)
Hierarchical Fisher Kernels for Longitudinal Data
Zhengdong Lu · Todd K Leen · Jeffrey Kaye
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Poster
Mon Dec 08 08:45 PM -- 12:00 AM (PST)
Theory of matching pursuit
Zakria Hussain · John Shawe-Taylor
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Poster
Mon Dec 08 08:45 PM -- 12:00 AM (PST)
Integrating Locally Learned Causal Structures with Overlapping Variables
Robert E Tillman · David Danks · Clark Glymour
[ PDF
Poster
Mon Dec 08 08:45 PM -- 12:00 AM (PST)
Fast High-dimensional Kernel Summations Using the Monte Carlo Multipole Method
Dongryeol Lee · Alexander Gray
[ PDF
Poster
Mon Dec 08 08:45 PM -- 12:00 AM (PST)
An Homotopy Algorithm for the Lasso with Online Observations
Pierre Garrigues · Laurent El Ghaoui
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Poster
Mon Dec 08 08:45 PM -- 12:00 AM (PST)
Large Margin Taxonomy Embedding for Document Categorization
Kilian Q Weinberger · Olivier Chapelle
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Poster
Mon Dec 08 08:45 PM -- 12:00 AM (PST)
Relative Performance Guarantees for Approximate Inference in Latent Dirichlet Allocation
Indraneel Mukherjee · David Blei
[ PDF
Poster
Mon Dec 08 08:45 PM -- 12:00 AM (PST)
Structured ranking learning using cumulative distribution networks
Jim C Huang · Brendan J Frey
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Poster
Mon Dec 08 08:45 PM -- 12:00 AM (PST)
Estimating vector fields using sparse basis field expansions
Stefan Haufe · Vadim Nikulin · Andreas Ziehe · Klaus-Robert Müller · Guido Nolte
[ PDF
Poster
Mon Dec 08 08:45 PM -- 12:00 AM (PST)
Implicit Mixtures of Restricted Boltzmann Machines
Vinod Nair · Geoffrey E Hinton
[ PDF
Poster
Mon Dec 08 08:45 PM -- 12:00 AM (PST)
Mortal Multi-Armed Bandits
Filip Radlinski · Deepayan Chakrabarti · Ravi Kumar · Eli Upfal
[ PDF
Poster
Mon Dec 08 08:45 PM -- 12:00 AM (PST)
Multi-stage Convex Relaxation for Learning with Sparse Regularization
Tong Zhang
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Poster
Mon Dec 08 08:45 PM -- 12:00 AM (PST)
On the Complexity of Linear Prediction: Risk Bounds, Margin Bounds, and Regularization
Sham M Kakade · Karthik Sridharan · Ambuj Tewari
[ PDF
Poster
Mon Dec 08 08:45 PM -- 12:00 AM (PST)
A Convergent O(n) Temporal-difference Algorithm for Off-policy Learning with Linear Function Approxi
Rich Sutton · Csaba Szepesvari · Hamid R Maei
[ PDF
Poster
Mon Dec 08 08:45 PM -- 12:00 AM (PST)
On the equivalence between TD learning and differential Hebbian learning using a local third factor
Christoph Kolodziejski · Bernd Porr · Minija Tamosiunaite · Florentin Woergoetter
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Poster
Mon Dec 08 08:45 PM -- 12:00 AM (PST)
Temporal Dynamics of Cognitive Control
Jeremy Reynolds · Mike Mozer
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Poster
Mon Dec 08 08:45 PM -- 12:00 AM (PST)
Diffeomorphic Dimensionality Reduction
Christian Walder · Bernhard Schölkopf
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Poster
Mon Dec 08 08:45 PM -- 12:00 AM (PST)
Rademacher Complexity Bounds for Non-I.I.D. Processes
Mehryar Mohri · Afshin Rostamizadeh
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Poster
Mon Dec 08 08:45 PM -- 12:00 AM (PST)
Skill Characterization Based on Betweenness
Özgür Şimşek · Andrew G Barto
[ PDF
Poster
Mon Dec 08 08:45 PM -- 12:00 AM (PST)
Competing RBM density models for classification of fMRI images
Tanya Schmah · Geoffrey E Hinton · Richard Zemel
[ PDF
Poster
Mon Dec 08 08:45 PM -- 12:00 AM (PST)
Supervised Exponential Family Principal Component Analysis via Convex Optimizatio
Yuhong Guo
[ PDF
Poster
Mon Dec 08 08:45 PM -- 12:00 AM (PST)
Accelerating Bayesian Inference over Nonlinear Differential Equations with Gaussian Processes
Ben Calderhead · Mark A Girolami · Neil D Lawrence
[ PDF
Poster
Mon Dec 08 08:45 PM -- 12:00 AM (PST)
Overlaying classifiers: a practical approach for optimal ranking
Stephan Clémençon · Nicolas Vayatis
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Poster
Mon Dec 08 08:45 PM -- 12:00 AM (PST)
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 · Maneesh Sahani
[ PDF
Poster
Mon Dec 08 08:45 PM -- 12:00 AM (PST)
Finding Latent Causes in Causal Networks: an Efficient Approach Based on Markov Blankets
Jean-Philippe Pellet · Andre Elisseeff
[ PDF
Poster
Mon Dec 08 08:45 PM -- 12:00 AM (PST)
Sparsity of SVMs that use the epsilon-insensitive loss
Ingo Steinwart · Andreas Christmann
[ PDF
Poster
Mon Dec 08 08:45 PM -- 12:00 AM (PST)
Clustering via LP-based Stabilities
Nikos Komodakis · Nikos Paragios · Georgios Tziritas
[ PDF
Poster
Mon Dec 08 08:45 PM -- 12:00 AM (PST)
PSDBoost: Matrix-Generation Linear Programming for Positive Semidefinite Matrices Learning
Chunhua Shen · Alan Welsh · Lei Wang
[ PDF
Poster
Mon Dec 08 08:45 PM -- 12:00 AM (PST)
Adaptive Template Matching with Shift-Invariant Semi-NMF
Jonathan Le Roux · Alain de Cheveigné · Lucas C Parra
[ PDF
Poster
Mon Dec 08 08:45 PM -- 12:00 AM (PST)
Deep Learning with Kernel Regularization for Visual Recognition
Kai Yu · Wei Xu · Yihong Gong
[ PDF
Poster
Mon Dec 08 08:45 PM -- 12:00 AM (PST)
Unsupervised Learning of Visual Sense Models for Polysemous Words
Kate Saenko · Trevor Darrell
[ PDF
Poster
Mon Dec 08 08:45 PM -- 12:00 AM (PST)
Analyzing the Monotonic Feature Abstraction for Text Classification
Doug Downey · Oren Etzioni
[ PDF
Poster
Mon Dec 08 08:45 PM -- 12:00 AM (PST)
(Not) Sparse Coding
Drew Bagnell · David M Bradley
[ PDF
Poster
Mon Dec 08 08:45 PM -- 12:00 AM (PST)
Syntactic Topic Models
Jordan Boyd-Graber · David Blei
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Poster
Mon Dec 08 08:45 PM -- 12:00 AM (PST)
Generative and Discriminative Learning with Unknown Labeling Bias
Miroslav Dudik · Steven Phillips
[ PDF
Poster
Mon Dec 08 08:45 PM -- 12:00 AM (PST)
MDPs with Non-Deterministic Policies
Mahdi Milani Fard · Joelle Pineau
[ PDF
Poster
Mon Dec 08 08:45 PM -- 12:00 AM (PST)
Biasing Approximate Dynamic Programming with a Lower Discount Factor
Marek Petrik · Bruno Scherrer
[ PDF
Poster
Mon Dec 08 08:45 PM -- 12:00 AM (PST)
Influence of graph construction on graph-based clustering measures
Markus M Maier · Ulrike von Luxburg · Matthias Hein
[ PDF
Poster
Mon Dec 08 08:45 PM -- 12:00 AM (PST)
Kernel Change-point Analysis
Zaid Harchaoui · Francis Bach · Eric Moulines
[ PDF
Poster
Mon Dec 08 08:45 PM -- 12:00 AM (PST)
Gates
Tom Minka · John Winn
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Poster
Mon Dec 08 08:45 PM -- 12:00 AM (PST)
Bayesian Model of Behaviour in Economic Games
Deb Ray · Brooks King-Casas · P. Read Montague · Peter Dayan
[ PDF
Poster
Mon Dec 08 08:45 PM -- 12:00 AM (PST)
Measures of Clustering Quality: A Working Set of Axioms for Clustering
Shai Ben-David · Margareta Ackerman
[ PDF
Poster
Mon Dec 08 08:45 PM -- 12:00 AM (PST)
Semi-supervised Learning with Weakly-Related Unlabeled Data : Towards Better Text Categorization
Liu Yang · Rong Jin · Rahul Sukthankar
[ PDF
Poster
Mon Dec 08 08:45 PM -- 12:00 AM (PST)
LOOPS: Localizing Object Outlines using Probabilistic Shape
Geremy Heitz · Gal Elidan · Benjamin D Packer · Daphne Koller
[ PDF
Poster
Mon Dec 08 08:45 PM -- 12:00 AM (PST)
Bounding Performance Loss in Approximate MDP Homomorphisms
Doina Precup · Jonathan Taylor Taylor · Prakash Panangaden
[ PDF
Poster
Mon Dec 08 08:45 PM -- 12:00 AM (PST)
Modeling human function learning with Gaussian processes
Tom Griffiths · Chris Lucas · Joseph Jay Williams · Michael Kalish
[ PDF
Poster
Mon Dec 08 08:45 PM -- 12:00 AM (PST)
Regularized Co-Clustering with Dual Supervision
Vikas Sindhwani · Jianying Hu · Aleksandra Mojsilovic
[ PDF
Poster
Mon Dec 08 08:45 PM -- 12:00 AM (PST)
On-Line Prediction on Large Diameter Graphs
Mark Herbster · Massimiliano Pontil · Guy Lever
[ PDF
Poster
Mon Dec 08 08:45 PM -- 12:00 AM (PST)
Model Selection in Gaussian Graphical Models: High-Dimensional Consistency of \ell_1-regularizedMLE
Pradeep Ravikumar · Garvesh Raskutti · Martin J Wainwright · Bin Yu
[ PDF
Poster
Mon Dec 08 08:45 PM -- 12:00 AM (PST)
Risk Bounds for Randomized Sample Compressed Classifiers
Mohak Shah
[ PDF
Poster
Mon Dec 08 08:45 PM -- 12:00 AM (PST)
SDL: Supervised Dictionary Learning
Julien Mairal · Francis Bach · Jean A Ponce · Guillermo Sapiro · Andrew Zisserman
[ PDF
Poster
Mon Dec 08 08:45 PM -- 12:00 AM (PST)
Cell Assemblies in Large Sparse Inhibitory Networks of Biologically Realistic Spiking Neurons
Adam Ponzi · Jeff Wickens
[ PDF
Poster
Mon Dec 08 08:45 PM -- 12:00 AM (PST)
Hebbian Learning of Bayes Optimal Decisions
Bernhard Nessler · Michael Pfeiffer · Wolfgang Maass
[ PDF
Poster
Mon Dec 08 08:45 PM -- 12:00 AM (PST)
Efficient Direct Density Ratio Estimation for Non-stationarity Adaptation and Outlier Detection
Takafumi Kanamori · Shohei Hido · Masashi Sugiyama
[ PDF
Poster
Mon Dec 08 08:45 PM -- 12:00 AM (PST)
Fast Computation of Posterior Mode in Multi-Level Hierarchical Models
Deepak Agarwal · Liang Zhang
[ PDF
Poster
Mon Dec 08 08:45 PM -- 12:00 AM (PST)
Self-organization using dynamical synapses
Vicenç Gómez · Andreas Kaltenbrunner · Vicente López · Hilbert J Kappen
[ PDF
Poster
Mon Dec 08 08:45 PM -- 12:00 AM (PST)
Understanding Brain Connectivity Patterns during Motor Imagery for Brain-Computer Interfacing
Moritz Grosse-Wentrup
[ PDF
Poster
Mon Dec 08 08:45 PM -- 12:00 AM (PST)
Nonparametric Bayesian Sparse Hierarchical Factor Modeling and Regression
Piyush Rai · Hal Daumé III
[ PDF
Poster
Mon Dec 08 08:45 PM -- 12:00 AM (PST)
Unsupervised Bayesian Parameter Estimation for Probabilistic Grammars
Shay Cohen · Kevin Gimpel · Noah A Smith
[ PDF
Poster
Mon Dec 08 08:45 PM -- 12:00 AM (PST)
Spectral Clustering with Perturbed Data
Ling Huang · Donghui Yan · Michael Jordan · Nina Taft
[ PDF