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Poster
Wed Dec 08 12:00 AM -- 12:00 AM (PST)
Probabilistic latent variable models for distinguishing between cause and effect
Joris M Mooij · Oliver Stegle · Dominik Janzing · Kun Zhang · Bernhard Schölkopf
[ PDF
Poster
Wed Dec 08 12:00 AM -- 12:00 AM (PST)
Approximate inference in continuous time Gaussian-Jump processes
Manfred Opper · Andreas Ruttor · Guido Sanguinetti
[ PDF
Poster
Wed Dec 08 12:00 AM -- 12:00 AM (PST)
Segmentation as Maximum-Weight Independent Set
william brendel · Sinisa Todorovic
[ PDF
Poster
Wed Dec 08 12:00 AM -- 12:00 AM (PST)
Sphere Embedding: An Application to Part-of-Speech Induction
Yariv Maron · Michael T Lamar · Elie L Bienenstock
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Poster
Wed Dec 08 12:00 AM -- 12:00 AM (PST)
Variational bounds for mixed-data factor analysis
Emtiyaz Khan · Benjamin Marlin · Guillaume Bouchard · Kevin Murphy
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Poster
Wed Dec 08 12:00 AM -- 12:00 AM (PST)
Optimal Bayesian Recommendation Sets and Myopically Optimal Choice Query Sets
Paolo Viappiani · Craig E Boutilier
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Poster
Wed Dec 08 12:00 AM -- 12:00 AM (PST)
Online Markov Decision Processes under Bandit Feedback
Gergely Neu · András György · Csaba Szepesvari · András Antos
[ PDF
Poster
Wed Dec 08 12:00 AM -- 12:00 AM (PST)
Natural Policy Gradient Methods with Parameter-based Exploration for Control Tasks
Atsushi Miyamae · Yuichi Nagata · Isao Ono · Shigenobu Kobayashi
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Poster
Wed Dec 08 12:00 AM -- 12:00 AM (PST)
Random Walk Approach to Regret Minimization
Hariharan Narayanan · Sasha Rakhlin
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Poster
Wed Dec 08 12:00 AM -- 12:00 AM (PST)
Linear Complementarity for Regularized Policy Evaluation and Improvement
Jeff Johns · Christopher Painter-Wakefield · Ron Parr
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Poster
Wed Dec 08 12:00 AM -- 12:00 AM (PST)
Learning Multiple Tasks with a Sparse Matrix-Normal Penalty
Yi Zhang · Jeff Schneider
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Poster
Wed Dec 08 12:00 AM -- 12:00 AM (PST)
Switched Latent Force Models for Movement Segmentation
Mauricio A Alvarez · Jan Peters · Bernhard Schölkopf · Neil D Lawrence
[ PDF
Poster
Wed Dec 08 12:00 AM -- 12:00 AM (PST)
Space-Variant Single-Image Blind Deconvolution for Removing Camera Shake
Stefan Harmeling · Michael Hirsch · Bernhard Schölkopf
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Poster
Wed Dec 08 12:00 AM -- 12:00 AM (PST)
An Inverse Power Method for Nonlinear Eigenproblems with Applications in 1-Spectral Clustering and Sparse PCA
Matthias Hein · Thomas Bühler
[ PDF
Poster
Wed Dec 08 12:00 AM -- 12:00 AM (PST)
Efficient and Robust Feature Selection via Joint ℓ2,1-Norms Minimization
Feiping Nie · Heng Huang · Xiao Cai · Chris Ding
[ PDF
Poster
Wed Dec 08 12:00 AM -- 12:00 AM (PST)
Active Instance Sampling via Matrix Partition
Yuhong Guo
[ PDF
Poster
Wed Dec 08 12:00 AM -- 12:00 AM (PST)
A Novel Kernel for Learning a Neuron Model from Spike Train Data
Nicholas K Fisher · Arunava Banerjee
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Poster
Wed Dec 08 12:00 AM -- 12:00 AM (PST)
The LASSO risk: asymptotic results and real world examples
Mohsen Bayati · José Bento · Andrea Montanari
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Poster
Wed Dec 08 12:00 AM -- 12:00 AM (PST)
Copula Bayesian Networks
Gal Elidan
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Poster
Wed Dec 08 12:00 AM -- 12:00 AM (PST)
Sample Complexity of Testing the Manifold Hypothesis
Hariharan Narayanan · Sanjoy K Mitter
[ PDF
Poster
Wed Dec 08 12:00 AM -- 12:00 AM (PST)
Construction of Dependent Dirichlet Processes based on Poisson Processes
Dahua Lin · Eric Grimson · John Fisher III
[ PDF
Poster
Wed Dec 08 12:00 AM -- 12:00 AM (PST)
Linear readout from a neural population with partial correlation data
Adrien Wohrer · Ranulfo Romo · Christian K Machens
[ PDF
Poster
Wed Dec 08 12:00 AM -- 12:00 AM (PST)
Learning Efficient Markov Networks
Vibhav Gogate · William A Webb · Pedro Domingos
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Poster
Wed Dec 08 12:00 AM -- 12:00 AM (PST)
Learning Multiple Tasks using Manifold Regularization
Arvind Agarwal · Hal Daumé III · Samuel Gerber
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Poster
Wed Dec 08 12:00 AM -- 12:00 AM (PST)
New Adaptive Algorithms for Online Classification
Francesco Orabona · Yacov Crammer
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Poster
Wed Dec 08 12:00 AM -- 12:00 AM (PST)
Simultaneous Object Detection and Ranking with Weak Supervision
Matthew B Blaschko · Andrea Vedaldi · Andrew Zisserman
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Poster
Wed Dec 08 12:00 AM -- 12:00 AM (PST)
Deciphering subsampled data: adaptive compressive sampling as a principle of brain communication
Guy D Isely · Chris J Hillar · Fritz Sommer
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Poster
Wed Dec 08 12:00 AM -- 12:00 AM (PST)
Using body-anchored priors for identifying actions in single images
Leonid Karlinsky · Michael Dinerstein · Shimon Ullman
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Poster
Wed Dec 08 12:00 AM -- 12:00 AM (PST)
On Herding and the Perceptron Cycling Theorem
Andrew E Gelfand · Yutian Chen · Laurens van der Maaten · Max Welling
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Poster
Wed Dec 08 12:00 AM -- 12:00 AM (PST)
Robust Clustering as Ensembles of Affinity Relations
Hairong Liu · Longin Jan J Latecki · shuicheng yan
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Poster
Wed Dec 08 12:00 AM -- 12:00 AM (PST)
A POMDP Extension with Belief-dependent Rewards
Mauricio A Araya · Olivier Buffet · Vincent Thomas · François Charpillet
[ PDF
Poster
Wed Dec 08 12:00 AM -- 12:00 AM (PST)
Worst-Case Linear Discriminant Analysis
Yu Zhang · Dit-Yan Yeung
[ PDF
Poster
Wed Dec 08 12:00 AM -- 12:00 AM (PST)
On the Convexity of Latent Social Network Inference
Seth A Myers · Jure Leskovec
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Poster
Wed Dec 08 12:00 AM -- 12:00 AM (PST)
Efficient Optimization for Discriminative Latent Class Models
Armand Joulin · Francis Bach · Jean A Ponce
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Poster
Wed Dec 08 12:00 AM -- 12:00 AM (PST)
Online Learning in The Manifold of Low-Rank Matrices
Uri Shalit · Daphna Weinshall · Gal Chechik
[ PDF
Poster
Wed Dec 08 12:00 AM -- 12:00 AM (PST)
Slice sampling covariance hyperparameters of latent Gaussian models
Iain Murray · Ryan Adams
[ PDF
Poster
Wed Dec 08 12:00 AM -- 12:00 AM (PST)
More data means less inference: A pseudo-max approach to structured learning
David Sontag · Ofer Meshi · Tommi Jaakkola · Amir Globerson
[ PDF
Poster
Wed Dec 08 12:00 AM -- 12:00 AM (PST)
Phoneme Recognition with Large Hierarchical Reservoirs
Fabian Triefenbach · Azarakhsh Jalalvand · Benjamin Schrauwen · Jean-Pierre Martens
[ PDF
Poster
Wed Dec 08 12:00 AM -- 12:00 AM (PST)
A novel family of non-parametric cumulative based divergences for point processes
Sohan Seth · Il Memming Park · Austin J Brockmeier · Mulugeta Semework · John S Choi · Joseph T Francis · Jose C Principe
[ PDF
Poster
Wed Dec 08 12:00 AM -- 12:00 AM (PST)
A Family of Penalty Functions for Structured Sparsity
Charles A Micchelli · Jean M Morales · Massimiliano Pontil
[ PDF
Poster
Wed Dec 08 12:00 AM -- 12:00 AM (PST)
The Multidimensional Wisdom of Crowds
Peter Welinder · Steve Branson · Serge Belongie · Pietro Perona
[ PDF
Poster
Wed Dec 08 12:00 AM -- 12:00 AM (PST)
Feature Transitions with Saccadic Search: Size, Color, and Orientation Are Not Alike
Stella X Yu
[ PDF
Poster
Wed Dec 08 12:00 AM -- 12:00 AM (PST)
Distributionally Robust Markov Decision Processes
Huan Xu · Shie Mannor
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Poster
Wed Dec 08 12:00 AM -- 12:00 AM (PST)
Accounting for network effects in neuronal responses using L1 regularized point process models
Ryan C Kelly · Matthew A Smith · Rob E Robert · Tai Sing Lee
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Poster
Wed Dec 08 12:00 AM -- 12:00 AM (PST)
A Discriminative Latent Model of Image Region and Object Tag Correspondence
Yang Wang · Greg Mori
[ PDF
Poster
Wed Dec 08 12:00 AM -- 12:00 AM (PST)
Distributed Dual Averaging In Networks
John Duchi · Alekh Agarwal · Martin J Wainwright
[ PDF
Poster
Wed Dec 08 12:00 AM -- 12:00 AM (PST)
Epitome driven 3-D Diffusion Tensor image segmentation: on extracting specific structures
Kamiya Motwani · Nagesh Adluru · Chris Hinrichs · andrew L Alexander · Vikas Singh
[ PDF
Poster
Wed Dec 08 12:00 AM -- 12:00 AM (PST)
Identifying graph-structured activation patterns in networks
James L Sharpnack · Aarti Singh
[ PDF
Poster
Wed Dec 08 12:00 AM -- 12:00 AM (PST)
Infinite Relational Modeling of Functional Connectivity in Resting State fMRI
Morten Mørup · Kristoffer H Madsen · Anne-Marie Dogonowski · hartwig R Siebner · Lars K Hansen
[ PDF
Poster
Wed Dec 08 12:00 AM -- 12:00 AM (PST)
Universal Kernels on Non-Standard Input Spaces
Andreas Christmann · Ingo Steinwart
[ PDF
Poster
Wed Dec 08 12:00 AM -- 12:00 AM (PST)
Implicit encoding of prior probabilities in optimal neural populations
Deep Ganguli · Eero Simoncelli
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Poster
Wed Dec 08 12:00 AM -- 12:00 AM (PST)
On a Connection between Importance Sampling and the Likelihood Ratio Policy Gradient
Jie Tang · Pieter Abbeel
[ PDF
Poster
Wed Dec 08 12:00 AM -- 12:00 AM (PST)
Feature Set Embedding for Incomplete Data
David Grangier · Iain Melvin
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Poster
Wed Dec 08 12:00 AM -- 12:00 AM (PST)
Extensions of Generalized Binary Search to Group Identification and Exponential Costs
Gowtham Bellala · Suresh Bhavnani · Clay Scott
[ PDF
Poster
Wed Dec 08 12:00 AM -- 12:00 AM (PST)
Word Features for Latent Dirichlet Allocation
James Petterson · Alex Smola · Tiberio Caetano · Wray L Buntine · Shravan M Narayanamurthy
[ PDF
Poster
Wed Dec 08 12:00 AM -- 12:00 AM (PST)
Supervised Clustering
Pranjal Awasthi · Reza Zadeh
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Poster
Wed Dec 08 12:00 AM -- 12:00 AM (PST)
Sparse Coding for Learning Interpretable Spatio-Temporal Primitives
Taehwan Kim · Greg Shakhnarovich · Raquel Urtasun
[ PDF
Poster
Wed Dec 08 12:00 AM -- 12:00 AM (PST)
Large Margin Learning of Upstream Scene Understanding Models
Jun Zhu · Li-Jia Li · Li Fei-Fei · Eric Xing
[ PDF
Poster
Wed Dec 08 12:00 AM -- 12:00 AM (PST)
Identifying Patients at Risk of Major Adverse Cardiovascular Events Using Symbolic Mismatch
Zeeshan Syed · John Guttag
[ PDF
Poster
Wed Dec 08 12:00 AM -- 12:00 AM (PST)
Feature Construction for Inverse Reinforcement Learning
Sergey Levine · Zoran Popovic · Vladlen Koltun
[ PDF
Poster
Wed Dec 08 12:00 AM -- 12:00 AM (PST)
Humans Learn Using Manifolds, Reluctantly
Bryan R Gibson · Jerry Zhu · Timothy T Rogers · Chuck Kalish · Joseph Harrison
[ PDF
Poster
Wed Dec 08 12:00 AM -- 12:00 AM (PST)
Universal Consistency of Multi-Class Support Vector Classification
Tobias Glasmachers
[ PDF
Poster
Wed Dec 08 12:00 AM -- 12:00 AM (PST)
Learning Networks of Stochastic Differential Equations
José Bento · Morteza Ibrahimi · Andrea Montanari
[ PDF
Poster
Wed Dec 08 12:00 AM -- 12:00 AM (PST)
Global Analytic Solution for Variational Bayesian Matrix Factorization
Shinichi Nakajima · Masashi Sugiyama · Ryota Tomioka
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Poster
Wed Dec 08 12:00 AM -- 12:00 AM (PST)
Spatial and anatomical regularization of SVM for brain image analysis
Remi Cuingnet · Marie Chupin · Habib Benali · Olivier Colliot
[ PDF
Poster
Wed Dec 08 12:00 AM -- 12:00 AM (PST)
Dynamic Infinite Relational Model for Time-varying Relational Data Analysis
Katsuhiko Ishiguro · Tomoharu Iwata · Naonori Ueda · Josh Tenenbaum
[ PDF
Poster
Wed Dec 08 12:00 AM -- 12:00 AM (PST)
Online Classification with Specificity Constraints
Andrey Bernstein · Shie Mannor · Nahum Shimkin
[ PDF
Poster
Wed Dec 08 12:00 AM -- 12:00 AM (PST)
Random Projection Trees Revisited
Aman Dhesi · Puru Kar
[ PDF
Poster
Wed Dec 08 12:00 AM -- 12:00 AM (PST)
Tree-Structured Stick Breaking for Hierarchical Data
Ryan Adams · Zoubin Ghahramani · Michael Jordan
[ PDF
Poster
Wed Dec 08 12:00 AM -- 12:00 AM (PST)
Collaborative Filtering in a Non-Uniform World: Learning with the Weighted Trace Norm
Russ Salakhutdinov · Nati Srebro
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Poster
Wed Dec 08 12:00 AM -- 12:00 AM (PST)
A Log-Domain Implementation of the Diffusion Network in Very Large Scale Integration
Yi-Da Wu · Shi-Jie Lin · Hsin Chen
[ PDF
Poster
Wed Dec 08 12:00 AM -- 12:00 AM (PST)
Label Embedding Trees for Large Multi-Class Tasks
Samy Bengio · Jason E Weston · David Grangier
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Poster
Wed Dec 08 12:00 AM -- 12:00 AM (PST)
Effects of Synaptic Weight Diffusion on Learning in Decision Making Networks
Kentaro Katahira · Kazuo Okanoya · Masato Okada
[ PDF
Poster
Wed Dec 08 12:00 AM -- 12:00 AM (PST)
Generating more realistic images using gated MRF's
Marc'Aurelio Ranzato · Volodymyr Mnih · Geoffrey E Hinton
[ PDF
Poster
Wed Dec 08 12:00 AM -- 12:00 AM (PST)
Learning to combine foveal glimpses with a third-order Boltzmann machine
Hugo Larochelle · Geoffrey E Hinton
[ PDF
Poster
Wed Dec 08 12:00 AM -- 12:00 AM (PST)
Exact inference and learning for cumulative distribution functions on loopy graphs
Jim C Huang · Nebojsa Jojic · Christopher Meek
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Poster
Wed Dec 08 12:00 AM -- 12:00 AM (PST)
Learning via Gaussian Herding
Yacov Crammer · Daniel Lee
[ PDF
Poster
Wed Dec 08 12:00 AM -- 12:00 AM (PST)
Multivariate Dyadic Regression Trees for Sparse Learning Problems
Han Liu · Xi Chen
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Poster
Wed Dec 08 12:00 AM -- 12:00 AM (PST)
Functional Geometry Alignment and Localization of Brain Areas
Georg Langs · Yanmei Tie · Laura Rigolo · Alexandra Golby · Polina Golland
[ PDF
Poster
Wed Dec 08 12:00 AM -- 12:00 AM (PST)
Active Learning by Querying Informative and Representative Examples
Sheng-Jun Huang · Rong Jin · Zhi-Hua Zhou
[ PDF
Poster
Wed Dec 08 12:00 AM -- 12:00 AM (PST)
Evidence-Specific Structures for Rich Tractable CRFs
Anton Chechetka · Carlos Guestrin
[ PDF
Poster
Wed Dec 08 12:00 AM -- 12:00 AM (PST)
Penalized Principal Component Regression on Graphs for Analysis of Subnetworks
Ali Shojaie · George Michailidis
[ PDF
Poster
Wed Dec 08 12:00 AM -- 12:00 AM (PST)
Rates of convergence for the cluster tree
Kamalika Chaudhuri · Sanjoy Dasgupta
[ PDF
Poster
Wed Dec 08 12:00 AM -- 12:00 AM (PST)
t-logistic regression
Nan Ding · S.V.N. Vishwanathan
[ PDF
Poster
Wed Dec 08 12:00 AM -- 12:00 AM (PST)
Policy gradients in linearly-solvable MDPs
Emanuel Todorov
[ PDF
Poster
Wed Dec 08 12:00 AM -- 12:00 AM (PST)
Estimating Spatial Layout of Rooms using Volumetric Reasoning about Objects and Surfaces
David C Lee · Abhinav Gupta · Martial Hebert · Takeo Kanade
[ PDF
Poster
Wed Dec 08 12:00 AM -- 12:00 AM (PST)
Throttling Poisson Processes
Uwe Dick · Peter Haider · Thomas Vanck · Michael Brückner · Tobias Scheffer
[ PDF
Poster
Wed Dec 08 12:00 AM -- 12:00 AM (PST)
Structured Determinantal Point Processes
Alex Kulesza · Ben Taskar
[ PDF
Poster
Wed Dec 08 12:00 AM -- 12:00 AM (PST)
Tight Sample Complexity of Large-Margin Learning
Sivan Sabato · Nati Srebro · Naftali Tishby
[ PDF
Poster
Wed Dec 08 12:00 AM -- 12:00 AM (PST)
Moreau-Yosida Regularization for Grouped Tree Structure Learning
Jun Liu · Jieping Ye
[ PDF
Poster
Wed Dec 08 12:00 AM -- 12:00 AM (PST)
Brain covariance selection: better individual functional connectivity models using population prior
Gaël Varoquaux · Alex Gramfort · Jean-Baptiste Poline · Bertrand Thirion
[ PDF
Poster
Wed Dec 08 12:00 AM -- 12:00 AM (PST)
Online Learning for Latent Dirichlet Allocation
Matthew D. Hoffman · David Blei · Francis Bach
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Poster
Wed Dec 08 12:00 AM -- 12:00 AM (PST)
Lower Bounds on Rate of Convergence of Cutting Plane Methods
Xinhua Zhang · Ankan Saha · S.V.N. Vishwanathan
[ PDF
Poster
Wed Dec 08 12:00 AM -- 12:00 AM (PST)
Fractionally Predictive Spiking Neurons
Sander M Bohte · Jaldert Rombouts
[ PDF
Poster
Wed Dec 08 12:00 AM -- 12:00 AM (PST)
A Primal-Dual Algorithm for Group Sparse Regularization with Overlapping Groups
Sofia Mosci · Silvia Villa · Alessandro Verri · Lorenzo Rosasco
[ PDF
Poster
Wed Dec 08 12:00 AM -- 12:00 AM (PST)
Graph-Valued Regression
Han Liu · Xi Chen · John Lafferty · Larry Wasserman
[ PDF
Poster
Wed Dec 08 12:00 AM -- 12:00 AM (PST)
Shadow Dirichlet for Restricted Probability Modeling
Bela A Frigyik · Maya R Gupta · Yihua Chen
[ PDF
Poster
Wed Dec 08 12:00 AM -- 12:00 AM (PST)
Learning from Logged Implicit Exploration Data
Alexander L Strehl · John Langford · Lihong Li · Sham M Kakade
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Poster
Wed Dec 08 12:00 AM -- 12:00 AM (PST)
Guaranteed Rank Minimization via Singular Value Projection
Prateek Jain · Raghu Meka · Inderjit Dhillon
[ PDF
Poster
Wed Dec 08 12:00 AM -- 12:00 AM (PST)
A Reduction from Apprenticeship Learning to Classification
Umar Syed · Robert E Schapire
[ PDF