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online learning (20) stochastic gradient descent (7) continual learning (7) bayesian inference (5) variational inference (5) gaussian process (4) catastrophic forgetting (4) concept drift (4) decision tree (3) concept drift detection (3)

Papers

The Population Posterior and Bayesian Modeling on Streams NeurIPS 2015 Coresets for k-Segmentation of Streaming Data NeurIPS 2014 Memory and Computation Efficient PCA via Very Sparse Random Projections ICML 2014 A simple sketching algorithm for entropy estimation over streaming data AISTATS 2013 Regression-tree Tuning in a Streaming Setting NeurIPS 2013 Online Variational Inference for the Hierarchical Dirichlet Process AISTATS 2011 A Streaming Parallel Decision Tree Algorithm JMLR 2010 One sketch for all: Theory and Application of Conditional Random Sampling NeurIPS 2008 Online Clustering of Moving Hyperplanes NeurIPS 2006