Statistical Learning
Graph Agreement Models for Semi-Supervised Learning
Otilia Stretcu, Krishnamurthy Viswanathan, Dana Movshovitz-Attias, Emmanouil Platanios, Sujith Ravi, Andrew Tomkins
Neural Information Processing Systems http://nips.cc/
Fast and Accurate Least-Mean-Squares Solvers
Alaa Maalouf, Ibrahim Jubran, Dan Feldman
Generalization for streaming and distributed (big) data is trivial.
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For`, we construct the systems of hyperrectangles by4 first precomputing anapproximate k-NN distance estimate using Ball Trees foreachdata point, andthen clustering5 the top-q densest data points intoT partitions using the k-means algorithm, where we binary search for the optimal6 parameterq.
Fast, Provably convergent IRLS Algorithm for p-norm Linear Regression
Deeksha Adil, Richard Peng, Sushant Sachdeva
Neural Information Processing Systems http://nips.cc/
On the Generative Utility of Cyclic Conditionals Chang Liu 1, Haoyue T ang 2, Tao Qin
Work done during an internship at Microsoft Research Asia.