(93 events)   Timezone: »  
Show all »
Program Highlights »
Toggle Poster Visibility
Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
High-Order Multi-Task Feature Learning to Identify Longitudinal Phenotypic Markers for Alzheimer Disease Progression Prediction
Hua Wang · Feiping Nie · Heng Huang · Jingwen Yan · Sungeun Kim · Shannon Risacher · Andrew Saykin · Li Shen
Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Dynamic Pruning of Factor Graphs for Maximum Marginal Prediction
Christoph Lampert
Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Bayesian nonparametric models for ranked data
Francois Caron · Yee Whye Teh
Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Affine Independent Variational Inference
Edward Challis · David Barber
Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Near-Optimal MAP Inference for Determinantal Point Processes
Alex Kulesza · Jennifer A Gillenwater · Ben Taskar
Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Local Supervised Learning through Space Partitioning
Joseph Wang · Venkatesh Saligrama
Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Learning Networks of Heterogeneous Influence
Nan Du · Le Song · Alexander Smola · Ming Yuan
Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Random Utility Theory for Social Choice: Theory and Algorithms
Hossein Azari Soufiani · David C Parkes · Lirong Xia
Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Mandatory Leaf Node Prediction in Hierarchical Multilabel Classification
Wei Bi · James Kwok
Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Classification Calibration Dimension for General Multiclass Losses
Harish G Ramaswamy · Shivani Agarwal
Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Locating Changes in Highly Dependent Data with Unknown Number of Change Points
Azadeh Khaleghi · Daniil Ryabko
Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Automatic Feature Induction for Stagewise Collaborative Filtering
Joonseok Lee · Mingxuan Sun · Seungyeon Kim · Guy Lebanon
Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Nonparametric Bayesian Inverse Reinforcement Learning for Multiple Reward Functions
Jaedeug Choi · Kee-Eung Kim
Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Context-Sensitive Decision Forests for Object Detection
Peter Kontschieder · Samuel Rota Bulò · Antonio Criminisi · Pushmeet Kohli · Marcello Pelillo · Horst Bischof
Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Human memory search as a random walk in a semantic network
Joshua T Abbott · Joseph L Austerweil · Tom Griffiths
Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
FastEx: Fast Clustering with Exponential Families
Amr Ahmed · Sujith Ravi · Shravan M Narayanamurthy · Alexander Smola
Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Learning Invariant Representations of Molecules for Atomization Energy Prediction
Grégoire Montavon · Katja Hansen · Siamac Fazli · Matthias Rupp · Franziska Biegler · Andreas Ziehe · Alexandre Tkatchenko · Anatole von Lilienfeld · Klaus-Robert Müller
Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Learning as MAP Inference in Discrete Graphical Models
Tiberio Caetano · Xianghang Liu · James Petterson
Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Probabilistic Topic Coding for Superset Label Learning
Liping Liu · Thomas Dietterich
Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Efficient high dimensional maximum entropy modeling via symmetric partition functions
Paul Vernaza · Drew Bagnell
Poster
Wed Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah’s Special Events Center 2nd Floor
Structured learning of Gaussian graphical models
Karthik Mohan · Michael J Chung · Seungyeop Han · Daniela Witten · Su-In Lee · Maryam Fazel
Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
MCMC for continuous-time discrete-state systems
Vinayak Rao · Yee Whye Teh
Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Best Arm Identification: A Unified Approach to Fixed Budget and Fixed Confidence
Victor Gabillon · Mohammad Ghavamzadeh · Alessandro Lazaric
Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Learning Mixtures of Tree Graphical Models
Anima Anandkumar · Daniel Hsu · Furong Huang · Sham M Kakade
Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Unsupervised Structure Discovery for Semantic Analysis of Audio
Sourish Chaudhuri · Bhiksha Raj
Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
A Marginalized Particle Gaussian Process Regression
Yali Wang · Brahim Chaib-draa
Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Large Scale Distributed Deep Networks
Jeff Dean · Greg Corrado · Rajat Monga · Kai Chen · Matthieu Devin · Quoc V Le · Mark Mao · Marc'Aurelio Ranzato · Andrew Senior · Paul Tucker · Ke Yang · Andrew Y Ng
Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
A Spectral Algorithm for Latent Dirichlet Allocation
Anima Anandkumar · Dean P Foster · Daniel Hsu · Sham M Kakade · Yi-Kai Liu
Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
A Convex Formulation for Learning Scale-Free Networks via Submodular Relaxation
Aaron Defazio · Tiberio Caetano
Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Graphical Models via Generalized Linear Models
Eunho Yang · Pradeep Ravikumar · Genevera I Allen · zhandong Liu
Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Communication-Efficient Algorithms for Statistical Optimization
Yuchen Zhang · John Duchi · Martin J Wainwright
Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Feature-aware Label Space Dimension Reduction for Multi-label Classification
Yao-Nan Chen · Hsuan-Tien Lin
Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Multiclass Learning with Simplex Coding
Youssef Mroueh · Tomaso Poggio · Lorenzo Rosasco · Jean-Jacques Slotine
Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
No-Regret Algorithms for Unconstrained Online Convex Optimization
Matthew Streeter · Brendan McMahan
Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Majorization for CRFs and Latent Likelihoods
Tony Jebara · Anna Choromanska
Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Fiedler Random Fields: A Large-Scale Spectral Approach to Statistical Network Modeling
Antonino Freno · Mikaela Keller · Marc Tommasi
Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
A new metric on the manifold of kernel matrices with application to matrix geometric means
Suvrit Sra
Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
A Linear Time Active Learning Algorithm for Link Classification
Nicolò Cesa-Bianchi · Claudio Gentile · Fabio Vitale · Giovanni Zappella
Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Minimax Multi-Task Learning and a Generalized Loss-Compositional Paradigm for MTL
Nishant A Mehta · Dongryeol Lee · Alexander Gray
Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Optimal Neural Tuning Curves for Arbitrary Stimulus Distributions: Discrimax, Infomax and Minimum $L_p$ Loss
Zhuo Wang · Alan A Stocker · Daniel Lee
Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Symmetric Correspondence Topic Models for Multilingual Text Analysis
Kosuke Fukumasu · Koji Eguchi · Eric Xing
Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Scalable Inference of Overlapping Communities
Prem Gopalan · David Mimno · Sean Gerrish · Michael Freedman · David Blei
Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
A mechanistic model of early sensory processing based on subtracting sparse representations
Shaul Druckmann · Tao Hu · Dmitri B Chklovskii
Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Confusion-Based Online Learning and a Passive-Aggressive Scheme
Liva Ralaivola
Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Label Ranking with Partial Abstention based on Thresholded Probabilistic Models
Weiwei Cheng · Eyke Huellermeier · Willem Waegeman · Volkmar Welker
Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Augment-and-Conquer Negative Binomial Processes
Mingyuan Zhou · Lawrence Carin
Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Visual Recognition using Embedded Feature Selection for Curvature Self-Similarity
Angela Eigenstetter · Bjorn Ommer
Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Regularized Off-Policy TD-Learning
Bo Liu · Sridhar Mahadevan · Ji Liu
Poster
Wed Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah’s Special Events Center 2nd Floor
Modelling Reciprocating Relationships with Hawkes processes
Charles Blundell · Katherine Heller · Jeff Beck
Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
A Unifying Perspective of Parametric Policy Search Methods for Markov Decision Processes
Thomas Furmston · David Barber
Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
A Neural Autoregressive Topic Model
Hugo Larochelle · Stanislas Lauly
Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Truly Nonparametric Online Variational Inference for Hierarchical Dirichlet Processes
Michael Bryant · Erik Sudderth
Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Kernel Hyperalignment
Alexander Lorbert · Peter J Ramadge
Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Bayesian Pedigree Analysis using Measure Factorization
Bonnie Kirkpatrick · Alexandre Bouchard-Côté
Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
A nonparametric variable clustering model
David A Knowles · Konstantina Palla · Zoubin Ghahramani
Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Priors for Diversity in Generative Latent Variable Models
James Y Zou · Ryan Adams
Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Transferring Expectations in Model-based Reinforcement Learning
Trung T Nguyen · Tomi Silander · Tze Yun Leong
Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
On the (Non-)existence of Convex, Calibrated Surrogate Losses for Ranking
Clément Calauzènes · Nicolas Usunier · Patrick Gallinari
Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Probabilistic Event Cascades for Alzheimer's disease
Jonathan Huang · Daniel C Alexander
Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Near Optimal Chernoff Bounds for Markov Decision Processes
Teodor Mihai Moldovan · Pieter Abbeel
Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
A latent factor model for highly multi-relational data
Rodolphe Jenatton · Nicolas Le Roux · Antoine Bordes · Guillaume R Obozinski
Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Simultaneously Leveraging Output and Task Structures for Multiple-Output Regression
Piyush Rai · Abhishek Kumar · Hal Daumé III
Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Mixability in Statistical Learning
Tim van Erven · Peter Grünwald · Mark Reid · Robert Williamson
Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Dimensionality Dependent PAC-Bayes Margin Bound
Chi Jin · Liwei Wang
Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Factorial LDA: Sparse Multi-Dimensional Text Models
Michael J Paul · Mark Dredze
Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Super-Bit Locality-Sensitive Hashing
Jianqiu Ji · Jianmin Li · shuicheng yan · Bo Zhang · Qi Tian
Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Effective Split-Merge Monte Carlo Methods for Nonparametric Models of Sequential Data
Michael Hughes · Emily Fox · Erik Sudderth
Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Ancestor Sampling for Particle Gibbs
Fredrik Lindsten · Michael Jordan · Thomas Schön
Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Variational Inference for Crowdsourcing
Qiang Liu · Jian Peng · Alexander Ihler
Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Clustering Sparse Graphs
Yudong Chen · Sujay Sanghavi · Huan Xu
Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
No voodoo here! Learning discrete graphical models via inverse covariance estimation
Po-Ling Loh · Martin J Wainwright
Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Multiclass Learning Approaches: A Theoretical Comparison with Implications
Amit Daniely · Sivan Sabato · Shai Shalev-Shwartz
Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Co-Regularized Hashing for Multimodal Data
Yi Zhen · Dit-Yan Yeung
Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
On Triangular versus Edge Representations --- Towards Scalable Modeling of Networks
Qirong Ho · Junming Yin · Eric Xing
Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Mirror Descent Meets Fixed Share (and feels no regret)
Nicolò Cesa-Bianchi · Pierre Gaillard · Gabor Lugosi · Gilles Stoltz
Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Adaptive Learning of Smoothing Functions: Application to Electricity Load Forecasting
Amadou Ba · Mathieu Sinn · Yannig Goude · Pascal Pompey
Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Sketch-Based Linear Value Function Approximation
Marc Bellemare · Joel Veness · Michael Bowling
Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Discriminative Learning of Sum-Product Networks
Robert Gens · Pedro Domingos
Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Statistical Consistency of Ranking Methods in A Rank-Differentiable Probability Space
Yanyan Lan · Jiafeng Guo · Xueqi Cheng · Tie-Yan Liu
Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Augmented-SVM: Automatic space partitioning for combining multiple non-linear dynamics
Ashwini Shukla · Aude Billard
Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Distributed Non-Stochastic Experts
Varun Kanade · Zhenming Liu · Bozidar Radunovic
Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
The variational hierarchical EM algorithm for clustering hidden Markov models.
Emanuele Coviello · Antoni Chan · Gert Lanckriet
Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Privacy Aware Learning
John Duchi · Michael Jordan · Martin J Wainwright
Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Distributed Probabilistic Learning for Camera Networks with Missing Data
Sejong Yoon · Vladimir Pavlovic
Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Relax and Randomize : From Value to Algorithms
Sasha Rakhlin · Ohad Shamir · Karthik Sridharan
Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Topology Constraints in Graphical Models
Marcelo Fiori · Pablo Muse · Guillermo Sapiro
Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Truncation-free Online Variational Inference for Bayesian Nonparametric Models
Chong Wang · David Blei
Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Proper losses for learning from partial labels
Jesus Cid-Sueiro
Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Multi-task Vector Field Learning
Binbin Lin · Sen Yang · Chiyuan Zhang · Jieping Ye · Xiaofei He
Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Hierarchical spike coding of sound
yan karklin · Chaitanya Ekanadham · Eero Simoncelli
Poster
Wed Dec 05 07:00 PM -- 11:59 PM (PST) @ Harrah’s Special Events Center 2nd Floor
Identifiability and Unmixing of Latent Parse Trees
Percy Liang · Sham M Kakade · Daniel Hsu
Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Multilabel Classification using Bayesian Compressed Sensing
Ashish Kapoor · Raajay Viswanathan · Prateek Jain
Poster
Wed Dec 05 07:00 PM -- 12:00 AM (PST) @ Harrah’s Special Events Center 2nd Floor
Weighted Likelihood Policy Search with Model Selection
Tsuyoshi Ueno · Yoshinobu Kawahara · Kohei Hayashi · Takashi Washio