Applications

Provable Efficient Online Matrix Completion via Non-convex Stochastic Gradient Descent NeurIPS 2016 Robust Spectral Detection of Global Structures in the Data by Learning a Regularization NeurIPS 2016 Sequential Clustering and Contextual Importance Measures for Incremental Update Summarization COLING 2016 Sorting out typicality with the inverse moment matrix SOS polynomial NeurIPS 2016 Speech Likability and Personality-Based Social Relations: A Round-Robin Analysis over Communication Channels Interspeech 2016 Statistical Matching of Discrete Data by Bayesian Networks PGM 2016 Stratified Sampling Meets Machine Learning ICML 2016 Towards Automatic Detection of Amyotrophic Lateral Sclerosis from Speech Acoustic and Articulatory Samples Interspeech 2016 TweetGeo - A Tool for Collecting, Processing and Analysing Geo-encoded Linguistic Data COLING 2016 Unifying Topic, Sentiment & Preference in an HDP-Based Rating Regression Model for Online Reviews ACML 2016 Using Relevant Public Posts to Enhance News Article Summarization COLING 2016 Using Social Dynamics to Make Individual Predictions: Variational Inference with a Stochastic Kinetic Model NeurIPS 2016 A class of network models recoverable by spectral clustering NeurIPS 2015 A Collaborative Filtering Approach to Real-Time Hand Pose Estimation ICCV 2015 A Convex Optimization Framework for Bi-Clustering ICML 2015 A Divide and Conquer Framework for Distributed Graph Clustering ICML 2015 A Large-Scale Car Dataset for Fine-Grained Categorization and Verification CVPR 2015 A Topic Modeling Approach to Ranking AISTATS 2015 Bipartite Edge Prediction via Transductive Learning over Product Graphs ICML 2015 COEVOLVE: A Joint Point Process Model for Information Diffusion and Network Co-evolution NeurIPS 2015 Collaborative Filtering with Graph Information: Consistency and Scalable Methods NeurIPS 2015 Collaboratively Learning Preferences from Ordinal Data NeurIPS 2015 Community Detection via Measure Space Embedding NeurIPS 2015 Comparing Hard and Overlapping Clusterings JMLR 2015 Coresets for Nonparametric Estimation - the Case of DP-Means ICML 2015