Systems

Distributed Matrix Completion and Robust Factorization JMLR 2015 Distributed Submodular Cover: Succinctly Summarizing Massive Data NeurIPS 2015 Extending Gossip Algorithms to Distributed Estimation of U-statistics NeurIPS 2015 Fast Distributed k-Center Clustering with Outliers on Massive Data NeurIPS 2015 Parallel Correlation Clustering on Big Graphs NeurIPS 2015 An Asynchronous Parallel Stochastic Coordinate Descent Algorithm ICML 2014 Communication Efficient Distributed Machine Learning with the Parameter Server NeurIPS 2014 Delay-Tolerant Algorithms for Asynchronous Distributed Online Learning NeurIPS 2014 DFacTo: Distributed Factorization of Tensors NeurIPS 2014 Distributed Balanced Clustering via Mapping Coresets NeurIPS 2014 Distributed Power-law Graph Computing: Theoretical and Empirical Analysis NeurIPS 2014 Efficient Distributed Topic Modeling with Provable Guarantees AISTATS 2014 Fugue: Slow-Worker-Agnostic Distributed Learning for Big Models on Big Data AISTATS 2014 Fully Decentralized Task Swaps with Optimized Local Searching RSS 2014 Large-scale L-BFGS using MapReduce NeurIPS 2014 Median Selection Subset Aggregation for Parallel Inference NeurIPS 2014 Multi-Scale Spectral Decomposition of Massive Graphs NeurIPS 2014 On Communication Cost of Distributed Statistical Estimation and Dimensionality NeurIPS 2014 On Model Parallelization and Scheduling Strategies for Distributed Machine Learning NeurIPS 2014 Principal Component Analysis and Higher Correlations for Distributed Data COLT 2014 Scalable Methods for Nonnegative Matrix Factorizations of Near-separable Tall-and-skinny Matrices NeurIPS 2014 Analyzing Hogwild Parallel Gaussian Gibbs Sampling NeurIPS 2013 An Exact Decentralized Cooperative Navigation Algorithm for Acoustically Networked Underwater Vehicles with Robustness to Faulty Communication: Theory and Experiment RSS 2013 Distributed k-means and k-median Clustering on General Topologies NeurIPS 2013 Distributed Exploration in Multi-Armed Bandits NeurIPS 2013