Online Learning

Spatio-temporal Bayesian On-line Changepoint Detection with Model Selection ICML 2018 Steering Social Activity: A Stochastic Optimal Control Point Of View JMLR 2018 Streaming kernel regression with provably adaptive mean, variance, and regularization JMLR 2018 Streaming Principal Component Analysis in Noisy Setting ICML 2018 TopRank: A practical algorithm for online stochastic ranking NeurIPS 2018 Variance-Reduced Stochastic Gradient Descent on Streaming Data NeurIPS 2018 Adaptive Feature Selection: Computationally Efficient Online Sparse Linear Regression under RIP ICML 2017 Approximation Vector Machines for Large-scale Online Learning JMLR 2017 A survey of Algorithms and Analysis for Adaptive Online Learning JMLR 2017 Bandit Structured Prediction for Neural Sequence-to-Sequence Learning ACL 2017 Clipper: A Low-Latency Online Prediction Serving System NSDI 2017 Contextual Bandits with Latent Confounders: An NMF Approach AISTATS 2017 Counterfactual Learning from Bandit Feedback under Deterministic Logging : A Case Study in Statistical Machine Translation EMNLP 2017 Crowd Learning: Improving Online Decision Making Using Crowdsourced Data IJCAI 2017 Dynamic Multi-View Hashing for Online Image Retrieval IJCAI 2017 Dynamic Weighted Majority for Incremental Learning of Imbalanced Data Streams with Concept Drift IJCAI 2017 Efficient Online Linear Optimization with Approximation Algorithms NeurIPS 2017 Following the Leader and Fast Rates in Online Linear Prediction: Curved Constraint Sets and Other Regularities JMLR 2017 Follow the Compressed Leader: Faster Online Learning of Eigenvectors and Faster MMWU ICML 2017 Follow the Moving Leader in Deep Learning ICML 2017 Improved Dynamic Regret for Non-degenerate Functions NeurIPS 2017 Improving Regret Bounds for Combinatorial Semi-Bandits with Probabilistically Triggered Arms and Its Applications NeurIPS 2017 Large-scale Online Kernel Learning with Random Feature Reparameterization IJCAI 2017 Lean Crowdsourcing: Combining Humans and Machines in an Online System CVPR 2017 Learning Mixture of Gaussians with Streaming Data NeurIPS 2017