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Poster
Wed Dec 14 08:45 AM -- 02:59 PM (PST)
Select and Sample:— A Model of Efficient Neural Inference and Learning
Jacquelyn A Shelton · Jörg Bornschein · Abdul Saboor Sheikh · Pietro Berkes · Jörg Lücke
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Poster
Wed Dec 14 08:45 AM -- 02:59 PM (PST)
Empirical models of spiking in neural populations
Jakob H Macke · Lars Buesing · John P Cunningham · Byron M Yu · Krishna V Shenoy · Maneesh Sahani
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Poster
Wed Dec 14 08:45 AM -- 02:59 PM (PST)
Learning person-object interactions for action recognition in still images
Vincent Delaitre · Josef Sivic · Ivan Laptev
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Poster
Wed Dec 14 08:45 AM -- 02:59 PM (PST)
Variational Learning for Recurrent Spiking Networks
Danilo J Rezende · Daan Wierstra · Wulfram Gerstner
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Poster
Wed Dec 14 08:45 AM -- 02:59 PM (PST)
Multiple Instance Filtering
Kamil A Wnuk · Stefano Soatto
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Poster
Wed Dec 14 08:45 AM -- 02:59 PM (PST)
Probabilistic Modeling of Dependencies Among Visual Short-Term Memory Representations
Emin Orhan · Robert A Jacobs
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Poster
Wed Dec 14 08:45 AM -- 02:59 PM (PST)
From Bandits to Experts: On the Value of Side-Observations
Shie Mannor · Ohad Shamir
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Poster
Wed Dec 14 08:45 AM -- 02:59 PM (PST)
Fast and Accurate k-means For Large Datasets
Michael Shindler · Alex Wong · Adam W Meyerson
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Poster
Wed Dec 14 08:45 AM -- 02:59 PM (PST)
A rational model of causal inference with continuous causes
M Pacer · Tom Griffiths
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Poster
Wed Dec 14 08:45 AM -- 02:59 PM (PST)
How Do Humans Teach: On Curriculum Learning and Teaching Dimension
Faisal Khan · Jerry Zhu · Bilge Mutlu
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Poster
Wed Dec 14 08:45 AM -- 02:59 PM (PST)
Understanding the Intrinsic Memorability of Images
Phillip Isola · Devi Parikh · Antonio Torralba · Aude Oliva
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Poster
Wed Dec 14 08:45 AM -- 02:59 PM (PST)
t-divergence Based Approximate Inference
Nan Ding · S.V.N. Vishwanathan · Yuan Qi
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Poster
Wed Dec 14 08:45 AM -- 02:59 PM (PST)
The Manifold Tangent Classifier
Salah Rifai · Yann N Dauphin · Pascal Vincent · Yoshua Bengio · Xavier Muller
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Poster
Wed Dec 14 08:45 AM -- 02:59 PM (PST)
The Fast Convergence of Boosting
Matus J Telgarsky
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Poster
Wed Dec 14 08:45 AM -- 02:59 PM (PST)
Testing a Bayesian Measure of Representativeness Using a Large Image Database
Joshua T Abbott · Katherine Heller · Zoubin Ghahramani · Tom Griffiths
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Poster
Wed Dec 14 08:45 AM -- 02:59 PM (PST)
Stochastic convex optimization with bandit feedback
Alekh Agarwal · Dean P Foster · Daniel Hsu · Sham M Kakade · Sasha Rakhlin
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Poster
Wed Dec 14 08:45 AM -- 02:59 PM (PST)
Sparse recovery by thresholded non-negative least squares
Martin Slawski · Matthias Hein
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Poster
Wed Dec 14 08:45 AM -- 02:59 PM (PST)
Sparse Filtering
Jiquan Ngiam · Pang Wei Koh · Zhenghao Chen · Sonia A Bhaskar · Andrew Y Ng
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Poster
Wed Dec 14 08:45 AM -- 02:59 PM (PST)
Shallow vs. Deep Sum-Product Networks
Olivier Delalleau · Yoshua Bengio
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Poster
Wed Dec 14 08:45 AM -- 02:59 PM (PST)
Unfolding Recursive Autoencoders for Paraphrase Detection
Richard Socher · Eric H Huang · Jeffrey Pennin · Andrew Y Ng · Christopher D Manning
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Poster
Wed Dec 14 08:45 AM -- 02:59 PM (PST)
Phase transition in the family of p-resistances
Morteza Alamgir · Ulrike von Luxburg
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Poster
Wed Dec 14 08:45 AM -- 02:59 PM (PST)
Object Detection with Grammar Models
Ross B Girshick · Pedro Felzenszwalb · David Mcallester
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Poster
Wed Dec 14 08:45 AM -- 02:59 PM (PST)
Neural Reconstruction with Approximate Message Passing (NeuRAMP)
Alyson Fletcher · Sundeep Rangan · Lav R Varshney · Aniruddha Bhargava
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Poster
Wed Dec 14 08:45 AM -- 02:59 PM (PST)
Efficient coding with a population of Linear-Nonlinear neurons
yan karklin · Eero Simoncelli
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Poster
Wed Dec 14 08:45 AM -- 02:59 PM (PST)
Learning to Learn with Compound HD Models
Russ Salakhutdinov · Josh Tenenbaum · Antonio Torralba
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Poster
Wed Dec 14 08:45 AM -- 02:59 PM (PST)
k-NN Regression Adapts to Local Intrinsic Dimension
Samory Kpotufe
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Poster
Wed Dec 14 08:45 AM -- 02:59 PM (PST)
Iterative Learning for Reliable Crowdsourcing Systems
David R Karger · Sewoong Oh · Devavrat Shah
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Poster
Wed Dec 14 08:45 AM -- 02:59 PM (PST)
Hierarchically Supervised Latent Dirichlet Allocation
Adler J Perotte · Frank Wood · Noemie Elhadad · Nicholas Bartlett
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Poster
Wed Dec 14 08:45 AM -- 02:59 PM (PST)
Convergent Bounds on the Euclidean Distance
Yoonho Hwang · Hee-Kap Ahn
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Poster
Wed Dec 14 08:45 AM -- 02:59 PM (PST)
Active Learning Ranking from Pairwise Preferences with Almost Optimal Query Complexity
Nir Ailon
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Poster
Wed Dec 14 08:45 AM -- 02:59 PM (PST)
A Machine Learning Approach to Predict Chemical Reactions
Matthew A Kayala · Pierre Baldi
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Poster
Wed Dec 14 08:45 AM -- 02:59 PM (PST)
Efficient Inference in Fully Connected CRFs with Gaussian Edge Potentials
Philipp Krähenbühl · Vladlen Koltun
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Poster
Wed Dec 14 08:45 AM -- 02:59 PM (PST)
Variance Penalizing AdaBoost
Pannagadatta K Shivaswamy · Tony Jebara
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Poster
Wed Dec 14 08:45 AM -- 02:59 PM (PST)
Structured sparse coding via lateral inhibition
arthur d szlam · Karol Gregor · Yann LeCun
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Poster
Wed Dec 14 08:45 AM -- 02:59 PM (PST)
Multiple Instance Learning on Structured Data
Dan Zhang · Yan Liu · Luo Si · Jian Zhang · Richard D Lawrence
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Poster
Wed Dec 14 08:45 AM -- 02:59 PM (PST)
Clustered Multi-Task Learning Via Alternating Structure Optimization
Jiayu Zhou · Jianhui Chen · Jieping Ye
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Poster
Wed Dec 14 08:45 AM -- 02:59 PM (PST)
A Multilinear Subspace Regression Method Using Orthogonal Tensors Decompositions
Qibin Zhao · Cesar F Caiafa · Danilo Mandic · Liqing Zhang · Tonio Ball · Andreas Schulze-bonhage · Andrzej S CICHOCKI
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Poster
Wed Dec 14 08:45 AM -- 02:59 PM (PST)
Structured Learning for Cell Tracking
Xinghua Lou · Fred Hamprecht
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Poster
Wed Dec 14 08:45 AM -- 02:59 PM (PST)
Divide-and-Conquer Matrix Factorization
Lester W Mackey · Ameet S Talwalkar · Michael Jordan
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Poster
Wed Dec 14 08:45 AM -- 02:59 PM (PST)
Budgeted Optimization with Concurrent Stochastic-Duration Experiments
Javad Azimi · Alan Fern · Xiaoli Fern
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Poster
Wed Dec 14 08:45 AM -- 02:59 PM (PST)
Beating SGD: Learning SVMs in Sublinear Time
Elad Hazan · Tomer Koren · Nati Srebro
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Poster
Wed Dec 14 08:45 AM -- 02:59 PM (PST)
Expressive Power and Approximation Errors of Restricted Boltzmann Machines
Guido F Montufar · Johannes Rauh · Nihat Ay
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Poster
Wed Dec 14 08:45 AM -- 02:59 PM (PST)
Practical Variational Inference for Neural Networks
Alex Graves
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Poster
Wed Dec 14 08:45 AM -- 02:59 PM (PST)
Multi-armed bandits on implicit metric spaces
Aleksandrs Slivkins
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Poster
Wed Dec 14 08:45 AM -- 02:59 PM (PST)
Kernel Bayes' Rule
Kenji Fukumizu · Le Song · Arthur Gretton
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Poster
Wed Dec 14 08:45 AM -- 02:59 PM (PST)
Directed Graph Embedding: an Algorithm based on Continuous Limits of Laplacian-type Operators
Dominique C Perrault-Joncas · Marina Meila
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Poster
Wed Dec 14 08:45 AM -- 02:59 PM (PST)
Linearized Alternating Direction Method with Adaptive Penalty for Low-Rank Representation
Zhouchen Lin · Risheng Liu · Zhixun Su
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Poster
Wed Dec 14 08:45 AM -- 02:59 PM (PST)
Complexity of Inference in Latent Dirichlet Allocation
David Sontag · Daniel Roy
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Poster
Wed Dec 14 08:45 AM -- 02:59 PM (PST)
Predicting Dynamic Difficulty
Olana Missura · Thomas Gaertner
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Poster
Wed Dec 14 08:45 AM -- 02:59 PM (PST)
Data Skeletonization via Reeb Graphs
Xiaoyin Ge · Issam I Safa · Mikhail Belkin · Yusu Wang
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Poster
Wed Dec 14 08:45 AM -- 02:59 PM (PST)
Optimal learning rates for least squares SVMs using Gaussian kernels
Mona Eberts · Ingo Steinwart
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Poster
Wed Dec 14 08:45 AM -- 02:59 PM (PST)
ICA with Reconstruction Cost for Efficient Overcomplete Feature Learning
Quoc V. Le · Alexandre Karpenko · Jiquan Ngiam · Andrew Y Ng
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Poster
Wed Dec 14 08:45 AM -- 02:59 PM (PST)
An ideal observer model for identifying the reference frame of objects
Joseph L Austerweil · Abram Friesen · Tom Griffiths
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Poster
Wed Dec 14 08:45 AM -- 02:59 PM (PST)
Gaussian Process Training with Input Noise
Andrew McHutchon · Carl Edward Rasmussen
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Poster
Wed Dec 14 08:45 AM -- 02:59 PM (PST)
Learning sparse inverse covariance matrices in the presence of confounders
Oliver Stegle · Christoph Lippert · Joris M Mooij · Neil D Lawrence · Karsten Borgwardt
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Poster
Wed Dec 14 08:45 AM -- 02:59 PM (PST)
$\theta$-MRF: Capturing Spatial and Semantic Structure in the Parameters for Scene Understanding
Congcong Li · Ashutosh Saxena · Tsuhan Chen
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Poster
Wed Dec 14 08:45 AM -- 02:59 PM (PST)
Active Classification based on Value of Classifier
Tianshi Gao · Daphne Koller
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Poster
Wed Dec 14 08:45 AM -- 02:59 PM (PST)
Lower Bounds for Passive and Active Learning
Maxim Raginsky · Sasha Rakhlin
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Poster
Wed Dec 14 08:45 AM -- 02:59 PM (PST)
Convergence Rates of Inexact Proximal-Gradient Methods for Convex Optimization
Mark Schmidt · Nicolas Le Roux · Francis Bach
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Poster
Wed Dec 14 08:45 AM -- 02:59 PM (PST)
A concave regularization technique for sparse mixture models
Martin O Larsson · Johan Ugander
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Poster
Wed Dec 14 08:45 AM -- 02:59 PM (PST)
A Collaborative Mechanism for Crowdsourcing Prediction Problems
Jacob D Abernethy · Rafael Frongillo
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Poster
Wed Dec 14 08:45 AM -- 02:59 PM (PST)
Differentially Private M-Estimators
Jing Lei
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Poster
Wed Dec 14 08:45 AM -- 02:59 PM (PST)
Fast approximate submodular minimization
Stefanie Jegelka · Hui Lin · Jeffrey Bilmes
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Poster
Wed Dec 14 08:45 AM -- 02:59 PM (PST)
Minimax Localization of Structural Information in Large Noisy Matrices
Mladen Kolar · Sivaraman Balakrishnan · Alessandro Rinaldo · Aarti Singh
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Poster
Wed Dec 14 08:45 AM -- 02:59 PM (PST)
Sparse Manifold Clustering and Embedding
Ehsan Elhamifar · René Vidal
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Poster
Wed Dec 14 08:45 AM -- 02:59 PM (PST)
High-Dimensional Graphical Model Selection: Tractable Graph Families and Necessary Conditions
Animashree Anandkumar · Vincent Tan · Alan S Willsky
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Poster
Wed Dec 14 08:45 AM -- 02:59 PM (PST)
Approximating Semidefinite Programs in Sublinear Time
Dan Garber · Elad Hazan
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Poster
Wed Dec 14 08:45 AM -- 02:59 PM (PST)
Heavy-tailed Distances for Gradient Based Image Descriptors
Yangqing Jia · Trevor Darrell
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Poster
Wed Dec 14 08:45 AM -- 02:59 PM (PST)
Learning large-margin halfspaces with more malicious noise
Phil Long · Rocco A Servedio
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Poster
Wed Dec 14 08:45 AM -- 02:59 PM (PST)
Maximum Covariance Unfolding : Manifold Learning for Bimodal Data
Vijay Mahadevan · Chi Wah Wong · Jose Costa Pereira · Tom Liu · Nuno Vasconcelos · Lawrence Saul
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Poster
Wed Dec 14 08:45 AM -- 02:59 PM (PST)
Selective Prediction of Financial Trends with Hidden Markov Models
Dmitry Pidan · Ran El-Yaniv
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Poster
Wed Dec 14 08:45 AM -- 02:59 PM (PST)
On Learning Discrete Graphical Models using Greedy Methods
Ali Jalali · Christopher C Johnson · Pradeep Ravikumar
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Poster
Wed Dec 14 08:45 AM -- 02:59 PM (PST)
Probabilistic Joint Image Segmentation and Labeling
Adrian Ion · Joao Carreira · Cristian Sminchisescu
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Poster
Wed Dec 14 08:45 AM -- 02:59 PM (PST)
Learning a Tree of Metrics with Disjoint Visual Features
Sung Ju Hwang · Kristen Grauman · Fei Sha
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Poster
Wed Dec 14 08:45 AM -- 02:59 PM (PST)
Bayesian Spike-Triggered Covariance Analysis
Il Memming Park · Jonathan W Pillow
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Poster
Wed Dec 14 08:45 AM -- 02:59 PM (PST)
Two is better than one: distinct roles for familiarity and recollection in retrieving palimpsest memories
Cristina Savin · Peter Dayan · Mate Lengyel
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Poster
Wed Dec 14 08:45 AM -- 02:59 PM (PST)
Improving Topic Coherence with Regularized Topic Models
David Newman · Edwin Bonilla · Wray Buntine
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Poster
Wed Dec 14 08:45 AM -- 02:59 PM (PST)
Bayesian Bias Mitigation for Crowdsourcing
Fabian L Wauthier · Michael Jordan
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Poster
Wed Dec 14 08:45 AM -- 02:59 PM (PST)
Efficient Online Learning via Randomized Rounding
Nicolò Cesa-Bianchi · Ohad Shamir
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Poster
Wed Dec 14 08:45 AM -- 02:59 PM (PST)
Dimensionality Reduction Using the Sparse Linear Model
Ioannis A Gkioulekas · Todd Zickler
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Poster
Wed Dec 14 08:45 AM -- 02:59 PM (PST)
RTRMC: A Riemannian trust-region method for low-rank matrix completion
Nicolas Boumal · Pierre-Antoine Absil
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Poster
Wed Dec 14 08:45 AM -- 02:59 PM (PST)
Fast and Balanced: Efficient Label Tree Learning for Large Scale Object Recognition
Jia Deng · Sanjeev Satheesh · Alexander C Berg · Li Fei-Fei
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Poster
Wed Dec 14 08:45 AM -- 02:59 PM (PST)
Improved Algorithms for Linear Stochastic Bandits
Yasin Abbasi Yadkori · David Pal · Csaba Szepesvari
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Poster
Wed Dec 14 08:45 AM -- 02:59 PM (PST)
Distributed Delayed Stochastic Optimization
Alekh Agarwal · John Duchi
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Poster
Wed Dec 14 08:45 AM -- 02:59 PM (PST)
Hogwild!: A Lock-Free Approach to Parallelizing Stochastic Gradient Descent
Benjamin Recht · Christopher Re · Stephen Wright · Feng Niu
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Poster
Wed Dec 14 08:45 AM -- 02:59 PM (PST)
Scalable Training of Mixture Models via Coresets
Dan Feldman · Matthew Faulkner · Andreas Krause
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Poster
Wed Dec 14 08:45 AM -- 02:59 PM (PST)
Rapid Deformable Object Detection using Dual-Tree Branch-and-Bound
Iasonas Kokkinos
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Poster
Wed Dec 14 08:45 AM -- 02:59 PM (PST)
Query-Aware MCMC
Michael Wick · Andrew McCallum
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Poster
Wed Dec 14 08:45 AM -- 02:59 PM (PST)
Randomized Algorithms for Comparison-based Search
Dominique Tschopp · Suhas Diggavi · Payam Delgosha · Soheil Mohajer
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Poster
Wed Dec 14 08:45 AM -- 02:59 PM (PST)
Reconstructing Patterns of Information Diffusion from Incomplete Observations
Flavio Chierichetti · Jon Kleinberg · David Liben-Nowell
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Poster
Wed Dec 14 08:45 AM -- 02:59 PM (PST)
Projection onto A Nonnegative Max-Heap
Jun Liu · Liang Sun · Jieping Ye
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Poster
Wed Dec 14 08:45 AM -- 02:59 PM (PST)
On the Analysis of Multi-Channel Neural Spike Data
Bo Chen · David Carlson · Lawrence Carin
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Poster
Wed Dec 14 08:45 AM -- 02:59 PM (PST)
Noise Thresholds for Spectral Clustering
Sivaraman Balakrishnan · Min Xu · Akshay Krishnamurthy · Aarti Singh
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Poster
Wed Dec 14 08:45 AM -- 02:59 PM (PST)
Learning to Agglomerate Superpixel Hierarchies
Viren Jain · Srinivas C Turaga · K Briggman · Moritz N Helmstaedter · Winfried Denk · H. Sebastian Seung
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Poster
Wed Dec 14 08:45 AM -- 02:59 PM (PST)
Large-Scale Sparse Principal Component Analysis with Application to Text Data
Youwei Zhang · Laurent El Ghaoui
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Poster
Wed Dec 14 08:45 AM -- 02:59 PM (PST)
Generalized Beta Mixtures of Gaussians
Artin Armagan · David B Dunson · Merlise Clyde
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Poster
Wed Dec 14 08:45 AM -- 02:59 PM (PST)
Extracting Speaker-Specific Information with a Regularized Siamese Deep Network
Ke Chen · Ahmad Salman
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Poster
Wed Dec 14 08:45 AM -- 02:59 PM (PST)
Efficient Methods for Overlapping Group Lasso
Lei Yuan · Jun Liu · Jieping Ye
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Poster
Wed Dec 14 08:45 AM -- 02:59 PM (PST)
Continuous-Time Regression Models for Longitudinal Networks
Duy Q Vu · Arthur Asuncion · David Hunter · Padhraic Smyth
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Poster
Wed Dec 14 08:45 AM -- 02:59 PM (PST)
Exploiting spatial overlap to efficiently compute appearance distances between image windows
Bogdan Alexe · Viviana Petrescu · Vittorio Ferrari
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Poster
Wed Dec 14 08:45 AM -- 02:59 PM (PST)
Im2Text: Describing Images Using 1 Million Captioned Photographs
Vicente Ordonez · Girish Kulkarni · Tamara L Berg
[ PDF