Mathematics & Optimization

Celer: a Fast Solver for the Lasso with Dual Extrapolation ICML 2018 Certified Computation from Unreliable Datasets COLT 2018 Ceteris paribus majority for social ranking IJCAI 2018 Change-Point Computation for Large Graphical Models: A Scalable Algorithm for Gaussian Graphical Models with Change-Points JMLR 2018 Characteristic and Universal Tensor Product Kernels JMLR 2018 Characterizing Implicit Bias in Terms of Optimization Geometry ICML 2018 Cheap Checking for Cloud Computing: Statistical Analysis via Annotated Data Streams AISTATS 2018 Classification Transfer for Qualitative Reasoning Problems IJCAI 2018 Clustering Algorithms for the Centralized and Local Models ALT 2018 Clustering is semidefinitely not that hard: Nonnegative SDP for manifold disentangling JMLR 2018 Clustering Uncertain Graphs with Node Attributes ACML 2018 CoCoA: A General Framework for Communication-Efficient Distributed Optimization JMLR 2018 Combinatorial Auctions via Machine Learning-based Preference Elicitation IJCAI 2018 Combinatorial Cost Sharing IJCAI 2018 Combinatorial Optimization with Graph Convolutional Networks and Guided Tree Search NeurIPS 2018 Combinatorial Penalties: Which structures are preserved by convex relaxations? AISTATS 2018 Combinatorial Preconditioners for Proximal Algorithms on Graphs AISTATS 2018 Combinatorial Pure Exploration with Continuous and Separable Reward Functions and Its Applications IJCAI 2018 Combinatorial Semi-Bandits with Knapsacks AISTATS 2018 Communication-Avoiding Optimization Methods for Distributed Massive-Scale Sparse Inverse Covariance Estimation AISTATS 2018 Communication Efficient Parallel Algorithms for Optimization on Manifolds NeurIPS 2018 Community Detection and Stochastic Block Models: Recent Developments JMLR 2018 Community Detection in Hypergraphs: Optimal Statistical Limit and Efficient Algorithms AISTATS 2018 Community Exploration: From Offline Optimization to Online Learning NeurIPS 2018 Compact Convex Projections JMLR 2018