`

(91 events)   Timezone: »  
Show all »
Toggle Poster Visibility
Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Latent Maximum Margin Clustering
Guang-Tong Zhou · Tian Lan · Arash Vahdat · Greg Mori
Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Stochastic Majorization-Minimization Algorithms for Large-Scale Optimization
Julien Mairal
Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Information-theoretic lower bounds for distributed statistical estimation with communication constraints
Yuchen Zhang · John Duchi · Michael Jordan · Martin J Wainwright
Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
The Total Variation on Hypergraphs - Learning on Hypergraphs Revisited
Matthias Hein · Simon Setzer · Leonardo Jost · Syama Sundar Rangapuram
Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
The Randomized Dependence Coefficient
David Lopez-Paz · Philipp Hennig · Bernhard Schölkopf
Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Density estimation from unweighted k-nearest neighbor graphs: a roadmap
Ulrike von Luxburg · Morteza Alamgir
Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Variational Inference for Mahalanobis Distance Metrics in Gaussian Process Regression
Michalis Titsias · Miguel Lazaro-Gredilla
Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Online Variational Approximations to non-Exponential Family Change Point Models: With Application to Radar Tracking
Ryan D Turner · Steven Bottone · Clay J Stanek
Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Faster Ridge Regression via the Subsampled Randomized Hadamard Transform
Yichao Lu · Paramveer Dhillon · Dean P Foster · Lyle Ungar
Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Linear decision rule as aspiration for simple decision heuristics
Özgür Şimşek
Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Efficient Optimization for Sparse Gaussian Process Regression
Yanshuai Cao · Marcus A Brubaker · David J Fleet · Aaron Hertzmann
Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
B-test: A Non-parametric, Low Variance Kernel Two-sample Test
Wojciech Zaremba · Arthur Gretton · Matthew B Blaschko
Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
A Comparative Framework for Preconditioned Lasso Algorithms
Fabian L Wauthier · Nebojsa Jojic · Michael Jordan
Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Unsupervised Structure Learning of Stochastic And-Or Grammars
Kewei Tu · Maria Pavlovskaia · Song-Chun Zhu
Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Convex Calibrated Surrogates for Low-Rank Loss Matrices with Applications to Subset Ranking Losses
Harish G Ramaswamy · Shivani Agarwal · Ambuj Tewari
Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
From Bandits to Experts: A Tale of Domination and Independence
Noga Alon · Nicolò Cesa-Bianchi · Claudio Gentile · Yishay Mansour
Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Learning Multiple Models via Regularized Weighting
Daniel Vainsencher · Shie Mannor · Huan Xu
Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Small-Variance Asymptotics for Hidden Markov Models
Anirban Roychowdhury · Ke Jiang · Brian Kulis
Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
What do row and column marginals reveal about your dataset?
Behzad Golshan · John Byers · Evimaria Terzi
Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Synthesizing Robust Plans under Incomplete Domain Models
Tuan A Nguyen · Subbarao Kambhampati · Minh Do
Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
One-shot learning by inverting a compositional causal process
Brenden M Lake · Russ Salakhutdinov · Josh Tenenbaum
Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Statistical analysis of coupled time series with Kernel Cross-Spectral Density operators.
Michel Besserve · Nikos K Logothetis · Bernhard Schölkopf
Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Sign Cauchy Projections and Chi-Square Kernel
Ping Li · Gennady Samorodnitsk · John Hopcroft
Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Multilinear Dynamical Systems for Tensor Time Series
Mark Rogers · Lei Li · Stuart J Russell
Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Fantope Projection and Selection: A near-optimal convex relaxation of sparse PCA
Vincent Vu · Juhee Cho · Jing Lei · Karl Rohe
Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Robust Data-Driven Dynamic Programming
Grani Adiwena Hanasusanto · Daniel Kuhn
Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Designed Measurements for Vector Count Data
Liming Wang · David Carlson · Miguel Rodrigues · David Wilcox · Robert Calderbank · Lawrence Carin
Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Inverse Density as an Inverse Problem: the Fredholm Equation Approach
Qichao Que · Mikhail Belkin
Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Using multiple samples to learn mixture models
Jason D Lee · Ran Gilad-Bachrach · Rich Caruana
Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
New Subsampling Algorithms for Fast Least Squares Regression
Paramveer Dhillon · Yichao Lu · Dean P Foster · Lyle Ungar
Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Online Robust PCA via Stochastic Optimization
Jiashi Feng · Huan Xu · Shuicheng Yan
Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Dynamic Clustering via Asymptotics of the Dependent Dirichlet Process Mixture
Trevor Campbell · Miao Liu · Brian Kulis · Jonathan How · Lawrence Carin
Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Rapid Distance-Based Outlier Detection via Sampling
Mahito Sugiyama · Karsten Borgwardt
Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Dirty Statistical Models
Eunho Yang · Pradeep Ravikumar
Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Trading Computation for Communication: Distributed Stochastic Dual Coordinate Ascent
Tianbao Yang
Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Prior-free and prior-dependent regret bounds for Thompson Sampling
Sebastien Bubeck · Che-Yu Liu
Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Which Space Partitioning Tree to Use for Search?
Parikshit Ram · Alexander Gray
Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Online PCA for Contaminated Data
Jiashi Feng · Huan Xu · Shie Mannor · Shuicheng Yan
Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
A Latent Source Model for Nonparametric Time Series Classification
George H Chen · Stanislav Nikolov · Devavrat Shah
Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
A Kernel Test for Three-Variable Interactions
Dino Sejdinovic · Arthur Gretton · Wicher Bergsma
Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Statistical Active Learning Algorithms
Maria-Florina F Balcan · Vitaly Feldman
Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Bayesian Inference and Online Experimental Design for Mapping Neural Microcircuits
Ben Shababo · Brooks Paige · Ari Pakman · Liam Paninski
Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Sparse Overlapping Sets Lasso for Multitask Learning and its Application to fMRI Analysis
Nikhil Rao · Christopher R Cox · Rob Nowak · Timothy T Rogers
Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Thompson Sampling for 1-Dimensional Exponential Family Bandits
Nathaniel Korda · Emilie Kaufmann · Remi Munos
Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
It is all in the noise: Efficient multi-task Gaussian process inference with structured residuals
Barbara Rakitsch · Christoph Lippert · Karsten Borgwardt · Oliver Stegle
Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Predictive PAC Learning and Process Decompositions
Cosma Shalizi · Aryeh Kontorovich
Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Bayesian Mixture Modelling and Inference based Thompson Sampling in Monte-Carlo Tree Search
Aijun Bai · Feng Wu · Xiaoping Chen
Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Regression-tree Tuning in a Streaming Setting
Samory Kpotufe · Francesco Orabona
Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Scoring Workers in Crowdsourcing: How Many Control Questions are Enough?
Qiang Liu · Alexander Ihler · Mark Steyvers
Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Distributed k-means and k-median clustering on general communication topologies
Maria-Florina F Balcan · Steven Ehrlich · Yingyu Liang
Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Multi-Task Bayesian Optimization
Kevin Swersky · Jasper Snoek · Ryan Adams
Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Learning with Invariance via Linear Functionals on Reproducing Kernel Hilbert Space
Xinhua Zhang · Wee Sun Lee · Yee Whye Teh
Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Sequential Transfer in Multi-armed Bandit with Finite Set of Models
Mohammad Gheshlaghi azar · Alessandro Lazaric · Emma Brunskill
Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Adaptive Market Making via Online Learning
Jacob D Abernethy · Satyen Kale
Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Message Passing Inference with Chemical Reaction Networks
Nils E Napp · Ryan Adams
Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Eluder Dimension and the Sample Complexity of Optimistic Exploration
Daniel Russo · Benjamin Van Roy
Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
How to Hedge an Option Against an Adversary: Black-Scholes Pricing is Minimax Optimal
Jacob D Abernethy · Peter Bartlett · Rafael Frongillo · Andre Wibisono
Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Error-Minimizing Estimates and Universal Entry-Wise Error Bounds for Low-Rank Matrix Completion
Franz J Kiraly · Louis Theran
Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
k-Prototype Learning for 3D Rigid Structures
Hu Ding · Ronald Berezney · Jinhui Xu
Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Sketching Structured Matrices for Faster Nonlinear Regression
Haim Avron · Vikas Sindhwani · David Woodruff
Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Regularized M-estimators with nonconvexity: Statistical and algorithmic theory for local optima
Po-Ling Loh · Martin J Wainwright
Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
PAC-Bayes-Empirical-Bernstein Inequality
Ilya Tolstikhin · Yevgeny Seldin
Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
More data speeds up training time in learning halfspaces over sparse vectors
Amit Daniely · Nati Linial · Shai Shalev-Shwartz
Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Summary Statistics for Partitionings and Feature Allocations
Isik B Fidaner · Taylan Cemgil
Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
One-shot learning and big data with n=2
Lee H Dicker · Dean P Foster
Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Non-strongly-convex smooth stochastic approximation with convergence rate O(1/n)
Francis Bach · Eric Moulines
Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Robust Transfer Principal Component Analysis with Rank Constraints
Yuhong Guo
Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Probabilistic Principal Geodesic Analysis
Miaomiao Zhang · Tom Fletcher
Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
More Effective Distributed ML via a Stale Synchronous Parallel Parameter Server
Qirong Ho · James Cipar · Henggang Cui · Seunghak Lee · Jin Kyu Kim · Phillip B. Gibbons · Garth Gibson · Greg Ganger · Eric Xing
Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Multiclass Total Variation Clustering
Xavier Bresson · Thomas Laurent · David Uminsky · James von Brecht
Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Approximate Inference in Continuous Determinantal Processes
Raja Hafiz Affandi · Emily Fox · Ben Taskar
Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Solving inverse problem of Markov chain with partial observations
Tetsuro Morimura · Takayuki Osogami · Tsuyoshi Ide
Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Locally Adaptive Bayesian Multivariate Time Series
Daniele Durante · Bruno Scarpa · David B Dunson
Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Gaussian Process Conditional Copulas with Applications to Financial Time Series
José Miguel Hernández-Lobato · James R Lloyd · Daniel Hernández-lobato
Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
On Flat versus Hierarchical Classification in Large-Scale Taxonomies
Rohit Babbar · Ioannis Partalas · Eric Gaussier · Massih R. Amini
Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Robust Bloom Filters for Large MultiLabel Classification Tasks
Moustapha M Cisse · Nicolas Usunier · Thierry Artières · Patrick Gallinari
Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Spike train entropy-rate estimation using hierarchical Dirichlet process priors
Karin C Knudson · Jonathan W Pillow
Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Two-Target Algorithms for Infinite-Armed Bandits with Bernoulli Rewards
Thomas Bonald · Alexandre Proutiere
Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Submodular Optimization with Submodular Cover and Submodular Knapsack Constraints
Rishabh K Iyer · Jeff Bilmes
Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Fast Algorithms for Gaussian Noise Invariant Independent Component Analysis
James R Voss · Luis Rademacher · Mikhail Belkin
Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Learning Kernels Using Local Rademacher Complexity
Corinna Cortes · Marius Kloft · Mehryar Mohri
Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Optimizing Instructional Policies
Robert Lindsey · Michael Mozer · William J Huggins · Harold Pashler
Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
On the Relationship Between Binary Classification, Bipartite Ranking, and Binary Class Probability Estimation
Harikrishna Narasimhan · Shivani Agarwal
Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Moment-based Uniform Deviation Bounds for $k$-means and Friends
Matus J Telgarsky · Sanjoy Dasgupta
Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Adaptivity to Local Smoothness and Dimension in Kernel Regression
Samory Kpotufe · Vikas K Garg
Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Regularized Spectral Clustering under the Degree-Corrected Stochastic Blockmodel
Tai Qin · Karl Rohe
Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Bayesian Inference and Learning in Gaussian Process State-Space Models with Particle MCMC
Roger Frigola · Fredrik Lindsten · Thomas Schön · Carl Edward Rasmussen
Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
The Fast Convergence of Incremental PCA
Akshay Balsubramani · Sanjoy Dasgupta · Yoav Freund
Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Robust Low Rank Kernel Embeddings of Multivariate Distributions
Le Song · Bo Dai
Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
Lasso Screening Rules via Dual Polytope Projection
Jie Wang · Jiayu Zhou · Peter Wonka · Jieping Ye
Poster
Sat Dec 07 07:00 PM -- 11:59 PM (PST) @ Harrah's Special Events Center, 2nd Floor
q-OCSVM: A q-Quantile Estimator for High-Dimensional Distributions
Assaf Glazer · Michael Lindenbaum · Shaul Markovitch