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Poster
Thu Dec 06 02:00 PM -- 06:00 PM (PST)
ImageNet Classification with Deep Convolutional Neural Networks
Alex Krizhevsky · Ilya Sutskever · Geoffrey E Hinton
[ PDF
Poster
Thu Dec 06 02:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Complex Inference in Neural Circuits with Probabilistic Population Codes and Topic Models
Jeff Beck · Katherine Heller · Alexandre Pouget
[ PDF
Poster
Thu Dec 06 02:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Latent Coincidence Analysis: A Hidden Variable Model for Distance Metric Learning
Matthew F Der · Lawrence Saul
[ PDF
Poster
Thu Dec 06 02:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Imitation Learning by Coaching
He He · Hal Daumé III · Jason Eisner
[ PDF
Poster
Thu Dec 06 02:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Trajectory-Based Short-Sighted Probabilistic Planning
Felipe Trevizan · Manuela Veloso
[ PDF
Poster
Thu Dec 06 02:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Entropy Estimations Using Correlated Symmetric Stable Random Projections
Ping Li · Cun-Hui Zhang
[ PDF
Poster
Thu Dec 06 02:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Cost-Sensitive Exploration in Bayesian Reinforcement Learning
Dongho Kim · Kee-Eung Kim · Pascal Poupart
[ PDF
Poster
Thu Dec 06 02:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Deep Learning of invariant features via tracked video sequences
Will Y Zou · Andrew Y Ng · Shenghuo Zhu · Kai Yu
[ PDF
Poster
Thu Dec 06 02:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Bayesian Nonparametric Modeling of Suicide Attempts
Francisco Ruiz · Isabel Valera · Carlos Blanco · Fernando Perez-Cruz
[ PDF
Poster
Thu Dec 06 02:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Gradient Weights help Nonparametric Regressors
Samory Kpotufe · Abdeslam Boularias
[ PDF
Poster
Thu Dec 06 02:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
How Prior Probability Influences Decision Making: A Unifying Probabilistic Model
Yanping Huang · Abram Friesen · Timothy Hanks · Michael N Shadlen · Rajesh PN Rao
[ PDF
Poster
Thu Dec 06 02:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Forging The Graphs: A Low Rank and Positive Semidefinite Graph Learning Approach
Dijun Luo · Chris Ding · Heng Huang
[ PDF
Poster
Thu Dec 06 02:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Learning with Recursive Perceptual Representations
Oriol Vinyals · Yangqing Jia · Li Deng · Trevor Darrell
[ PDF
Poster
Thu Dec 06 02:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Link Prediction in Graphs with Autoregressive Features
Emile Richard · Stephane Gaiffas · Nicolas Vayatis
[ PDF
Poster
Thu Dec 06 02:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Topic-Partitioned Multinetwork Embeddings
Peter Krafft · Juston S Moore · Hanna Wallach · Bruce Desmarais
[ PDF
Poster
Thu Dec 06 02:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Learning Label Trees for Probabilistic Modelling of Implicit Feedback
Andriy Mnih · Yee Whye Teh
[ PDF
Poster
Thu Dec 06 02:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Bayesian n-Choose-k Models for Classification and Ranking
Kevin Swersky · Danny Tarlow · Richard Zemel · Ryan Adams · Brendan J Frey
[ PDF
Poster
Thu Dec 06 02:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Exact and Stable Recovery of Sequences of Signals with Sparse Increments via Differential ℓ1-Minimization
Demba Ba · Behtash Babadi · Patrick Purdon · Emery Brown
[ PDF
Poster
Thu Dec 06 02:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Compressive neural representation of sparse, high-dimensional probabilities
Xaq S Pitkow
[ PDF
Poster
Thu Dec 06 02:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
CPRL -- An Extension of Compressive Sensing to the Phase Retrieval Problem
Henrik Ohlsson · Allen Y Yang · Roy Dong · Shankar Sastry
[ PDF
Poster
Thu Dec 06 02:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Query Complexity of Derivative-Free Optimization
Kevin G Jamieson · Rob Nowak · Benjamin Recht
[ PDF
Poster
Thu Dec 06 02:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Non-linear Metric Learning
Dor Kedem · Stephen Tyree · Kilian Q Weinberger · Fei Sha · Gert Lanckriet
[ PDF
Poster
Thu Dec 06 02:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Learning Manifolds with K-Means and K-Flats
Guillermo D Canas · Tomaso Poggio · Lorenzo Rosasco
[ PDF
Poster
Thu Dec 06 02:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Iterative ranking from pair-wise comparisons
Sahand N Negahban · Sewoong Oh · Devavrat Shah
[ PDF
Poster
Thu Dec 06 02:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Strategic Impatience in Go/NoGo versus Forced-Choice Decision-Making
Pradeep Shenoy · Angela Yu
[ PDF
Poster
Thu Dec 06 02:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Learning optimal spike-based representations
Ralph Bourdoukan · David Barrett · Christian Machens · Sophie Denève
[ PDF
Poster
Thu Dec 06 02:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Multiple Operator-valued Kernel Learning
Hachem Kadri · Alain Rakotomamonjy · Francis Bach · philippe preux
[ PDF
Poster
Thu Dec 06 02:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Newton-Like Methods for Sparse Inverse Covariance Estimation
Peder A Olsen · Figen Oztoprak · Jorge Nocedal · Steven J Rennie
[ PDF
Poster
Thu Dec 06 02:00 PM -- 06:00 PM (PST) @ Harrah’s Special Events Center 2nd Floor
Learning from the Wisdom of Crowds by Minimax Entropy
Denny Zhou · John C Platt · Sumit Basu · Yi Mao
Poster
Thu Dec 06 02:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Collaborative Ranking With 17 Parameters
Maksims Volkovs · Richard Zemel
[ PDF
Poster
Thu Dec 06 02:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Nonparanormal Belief Propagation (NPBP)
Gal Elidan · Cobi Cario
[ PDF
Poster
Thu Dec 06 02:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Gradient-based kernel method for feature extraction and variable selection
Kenji Fukumizu · Chenlei Leng
[ PDF
Poster
Thu Dec 06 02:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Reducing statistical time-series problems to binary classification
Daniil Ryabko · Jeremie Mary
[ PDF
Poster
Thu Dec 06 02:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Coupling Nonparametric Mixtures via Latent Dirichlet Processes
Dahua Lin · John Fisher III
[ PDF
Poster
Thu Dec 06 02:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Pointwise Tracking the Optimal Regression Function
Yair Wiener · Ran El-Yaniv
[ PDF
Poster
Thu Dec 06 02:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Delay Compensation with Dynamical Synapses
C. C. Alan Fung · K. Y. Michael Wong · Si Wu
[ PDF
Poster
Thu Dec 06 02:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Identification of Recurrent Patterns in the Activation of Brain Networks
Firdaus Janoos · Weichang Li · Niranjan Subrahmanya · Istvan Morocz · William Wells
[ PDF
Poster
Thu Dec 06 02:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Factoring nonnegative matrices with linear programs
Benjamin Recht · Christopher Re · Joel A Tropp · Victor Bittorf
[ PDF
Poster
Thu Dec 06 02:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Recovery of Sparse Probability Measures via Convex Programming
Mert Pilanci · Laurent El Ghaoui · Venkat Chandrasekaran
[ PDF
Poster
Thu Dec 06 02:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
The topographic unsupervised learning of natural sounds in the auditory cortex
Hiroki Terashima · Masato Okada
[ PDF
Poster
Thu Dec 06 02:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
On the Use of Non-Stationary Policies for Stationary Infinite-Horizon Markov Decision Processes
Bruno Scherrer · Boris Lesner
[ PDF
Poster
Thu Dec 06 02:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Bayesian nonparametric models for bipartite graphs
Francois Caron
[ PDF
Poster
Thu Dec 06 02:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Dual-Space Analysis of the Sparse Linear Model
David P Wipf
[ PDF
Poster
Thu Dec 06 02:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Online Regret Bounds for Undiscounted Continuous Reinforcement Learning
Ronald Ortner · Daniil Ryabko
[ PDF
Poster
Thu Dec 06 02:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Multiple Choice Learning: Learning to Produce Multiple Structured Outputs
Abner Guzmán-Rivera · Dhruv Batra · Pushmeet Kohli
[ PDF
Poster
Thu Dec 06 02:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Semi-Crowdsourced Clustering: Generalizing Crowd Labeling by Robust Distance Metric Learning
Jinfeng Yi · Rong Jin · Anil K Jain · Shaili Jain
[ PDF
Poster
Thu Dec 06 02:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Natural Images, Gaussian Mixtures and Dead Leaves
Daniel Zoran · Yair Weiss
[ PDF
Poster
Thu Dec 06 02:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Nonparametric Reduced Rank Regression
Rina Foygel · Michael Horrell · Mathias Drton · John Lafferty
[ PDF
Poster
Thu Dec 06 02:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Monte Carlo Methods for Maximum Margin Supervised Topic Models
Qixia Jiang · Jun Zhu · Maosong Sun · Eric Xing
[ PDF
Poster
Thu Dec 06 02:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Collaborative Gaussian Processes for Preference Learning
Neil Houlsby · José Miguel Hernández-Lobato · Ferenc Huszar · Zoubin Ghahramani
[ PDF
Poster
Thu Dec 06 02:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Probabilistic Low-Rank Subspace Clustering
S. Derin Babacan · Shinichi Nakajima · Minh Do
[ PDF
Poster
Thu Dec 06 02:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Parametric Local Metric Learning for Nearest Neighbor Classification
Jun Wang · Alexandros Kalousis · Adam Woznica
[ PDF
Poster
Thu Dec 06 02:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Selecting Diverse Features via Spectral Regularization
Abhimanyu Das · Anirban Dasgupta · Ravi Kumar
[ PDF
Poster
Thu Dec 06 02:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Bayesian models for Large-scale Hierarchical Classification
Siddharth Gopal · Yiming Yang · Bing Bai · Alexandru Niculescu-Mizil
[ PDF
Poster
Thu Dec 06 02:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Sparse Prediction with the $k$-Support Norm
Andreas Argyriou · Rina Foygel · Nati Srebro
[ PDF
Poster
Thu Dec 06 02:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Joint Modeling of a Matrix with Associated Text via Latent Binary Features
XianXing Zhang · Lawrence Carin
[ PDF
Poster
Thu Dec 06 02:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Value Pursuit Iteration
Amir-massoud Farahmand · Doina Precup
[ PDF
Poster
Thu Dec 06 02:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Shifting Weights: Adapting Object Detectors from Image to Video
Kevin Tang · Vignesh Ramanathan · Li Fei-Fei · Daphne Koller
[ PDF
Poster
Thu Dec 06 02:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Fused sparsity and robust estimation for linear models with unknown variance
Arnak Dalalyan · Yin Chen
[ PDF
Poster
Thu Dec 06 02:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Proximal Newton-type Methods for Minimizing Convex Objective Functions in Composite Form
Jason D Lee · Yuekai Sun · Michael Saunders
[ PDF
Poster
Thu Dec 06 02:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
On Multilabel Classification and Ranking with Partial Feedback
Claudio Gentile · Francesco Orabona
[ PDF
Poster
Thu Dec 06 02:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
GenDeR: A Generic Diversified Ranking Algorithm
Jingrui He · Hanghang Tong · Qiaozhu Mei · Boleslaw K Szymanski
[ PDF
Poster
Thu Dec 06 02:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
A Bayesian Approach for Policy Learning from Trajectory Preference Queries
Aaron Wilson · Alan Fern · Prasad Tadepalli
[ PDF
Poster
Thu Dec 06 02:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Hamming Distance Metric Learning
Mohammad Norouzi · Russ Salakhutdinov · David Fleet
[ PDF
Poster
Thu Dec 06 02:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Efficient Bayes-Adaptive Reinforcement Learning using Sample-Based Search
Arthur Guez · David Silver · Peter Dayan
[ PDF
Poster
Thu Dec 06 02:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Neuronal spike generation mechanism as an oversampling, noise-shaping A-to-D converter
Dmitri B Chklovskii
[ PDF
Poster
Thu Dec 06 02:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Inverse Reinforcement Learning through Structured Classification
Edouard Klein · Matthieu Geist · BILAL PIOT · Olivier Pietquin
[ PDF
Poster
Thu Dec 06 02:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Accuracy at the Top
Stephen Boyd · Corinna Cortes · Mehryar Mohri · Ana Radovanovic
[ PDF
Poster
Thu Dec 06 02:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Communication/Computation Tradeoffs in Consensus-Based Distributed Optimization
Konstantinos Tsianos · Sean Lawlor · Michael Rabbat
[ PDF
Poster
Thu Dec 06 02:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Bayesian Warped Gaussian Processes
Miguel Lazaro-Gredilla
[ PDF
Poster
Thu Dec 06 02:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
A quasi-Newton proximal splitting method
Stephen Becker · Jalal Fadili
[ PDF
Poster
Thu Dec 06 02:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Multi-Stage Multi-Task Feature Learning
Pinghua Gong · Jieping Ye · Changshui Zhang
[ PDF
Poster
Thu Dec 06 02:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Efficient and direct estimation of a neural subunit model for sensory coding
Brett Vintch · Andrew Zaharia · J Movshon · Eero Simoncelli
[ PDF
Poster
Thu Dec 06 02:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Recursive Deep Learning on 3D Point Clouds
Richard Socher · Bharath Bath · Brody Huval · Christopher D Manning · Andrew Y Ng
[ PDF
Poster
Thu Dec 06 02:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Learning to Discover Social Circles in Ego Networks
Julian J McAuley · Jure Leskovec
[ PDF
Poster
Thu Dec 06 02:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Deep Spatio-Temporal Architectures and Learning for Protein Structure Prediction
Pietro Di Lena · Pierre Baldi · Ken Nagata
[ PDF
Poster
Thu Dec 06 02:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Nystr{ö}m Method vs Random Fourier Features: A Theoretical and Empirical Comparison
Tianbao Yang · Yu-Feng Li · Mehrdad Mahdavi · Rong Jin · Zhi-Hua Zhou
[ PDF
Poster
Thu Dec 06 02:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Bandit Algorithms boost Brain Computer Interfaces for motor-task selection of a brain-controlled button
Joan Fruitet · Alexandra Carpentier · Remi Munos · Maureen Clerc
[ PDF
Poster
Thu Dec 06 02:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Non-parametric Approximate Dynamic Programming via the Kernel Method
Nikhil Bhat · Ciamac C Moallemi · Vivek Farias
[ PDF
Poster
Thu Dec 06 02:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Image Denoising and Inpainting with Deep Neural Networks
Junyuan Xie · Linli Xu · Enhong Chen
[ PDF
Poster
Thu Dec 06 02:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Selective Labeling via Error Bound Minimization
Quanquan Gu · Tong Zhang · Chris Ding · Jiawei Han
[ PDF
Poster
Thu Dec 06 02:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Robustness and risk-sensitivity in Markov decision processes
Takayuki Osogami
[ PDF
Poster
Thu Dec 06 02:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Dynamical And-Or Graph Learning for Object Shape Modeling and Detection
Xiaolong Wang · Liang Lin
[ PDF
Poster
Thu Dec 06 02:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Cocktail Party Processing via Structured Prediction
Yuxuan Wang · DeLiang Wang
[ PDF
Poster
Thu Dec 06 02:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Exploration in Model-based Reinforcement Learning by Empirically Estimating Learning Progress
Manuel Lopes · Tobias Lang · Marc Toussaint · Pierre-Yves Oudeyer
[ PDF
Poster
Thu Dec 06 02:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Learning Image Descriptors with the Boosting-Trick
Tomasz Trzcinski · Christos M Christoudias · Vincent Lepetit · Pascal Fua
[ PDF
Poster
Thu Dec 06 02:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Learning from Distributions via Support Measure Machines
Krikamol Muandet · Kenji Fukumizu · Francesco Dinuzzo · Bernhard Schölkopf
[ PDF
Poster
Thu Dec 06 02:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Multiresolution Gaussian Processes
Emily Fox · David B Dunson
[ PDF
Poster
Thu Dec 06 02:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Patient Risk Stratification for Hospital-Associated C. Diff as a Time-Series Classification Task
Jenna Wiens · John Guttag · Eric Horvitz
[ PDF
Poster
Thu Dec 06 02:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Efficient Spike-Coding with Multiplicative Adaptation in a Spike Response Model
Sander M Bohte
[ PDF
Poster
Thu Dec 06 02:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Searching for objects driven by context
Bogdan Alexe · Nicolas Heess · Yee Whye Teh · Vittorio Ferrari
[ PDF