Research (*authors in alphabetical order)- (New) Michael B. Cohen, Jonathan Kelner,Rasmus Kyng, John Peebles, Richard Peng, Anup B Rao, Aaron Sidford, Solving Directed Laplacians in Nearly Linear Time through Sparse LU Factorizations.
- David Durfee, John Peebles, Richard Peng, Anup B. Rao, Determinant-Preserving Sparsification of SDDM Matrices with Applications to Counting and Sampling Spanning Trees. FOCS'17
- David Durfee, Rasmus Kyng, John Peebles, Anup B. Rao, Sushant Sachdeva. Sampling Random Spanning Trees Faster than Matrix Multiplication. (STOC 2017)
- Michael B. Cohen, Jonathan Kelner, John Peebles, Richard Peng, Anup B Rao, Aaron Sidford, Adrian Vladu. Almost-Linear-Time Algorithms for Markov Chains and New Spectral Primitives for Directed Graphs. (STOC 2017)
- Kevin Lai, Anup B. Rao, Santosh Vempala. Agnostic Estimation of Mean and Covariance. (FOCS 2016)
- Rasmus Kyng, Anup B. Rao, Sushant Sachdeva. Fast, Provable Algorithms for Isotonic Regression in all l_p-norms. (NIPS 2015)
- Rasmus Kyng, Anup B. Rao, Sushant Sachdeva, Daniel A. Spielman. Algorithms for Lipschitz Learning on Graphs. (COLT 2015)
- Peter Chin, Anup B. Rao and Van Vu. Stochastic Block Model and Community Detection in the Sparse Graphs: A spectral algorithm with optimal rate of recovery. (COLT 2015).
- Michael B. Cohen,
Rasmus Kyng,
Gary L. Miller,
Jakub W. Pachocki,
Richard Peng,
Anup B. Rao
and Shen Chen Xu.
Solving SDD Linear Systems in Nearly mlog1/2n Time.
In STOC 2014.
This paper is a merger of the following two results.
Award - Outstanding Post-Doctoral Research: From College of Computing in Georgia Tech.
Recent and Upcoming Talks/Travels- Computational Challenges in Machine Learning, Simon's Institute, May 2017
- Simons Institute of ToC, Berkeley, March-May 2017
- UCSD, Feb 2017
- Simons Institute of ToC, Berkeley, Jan 2017
- Agnostic Estimation of Mean and Covariance, CMU, Jan 2017
- Graph Sparsification with Applications, Yale, Nov 2016
- Agnostic Estimation of Mean and Covariance,
- FOCS, October 2016
- University of Chicago, April 2016
- Yale, April 2016
- Community Detection in Sparse Random Graphs
- Allerton Conference, October 2015
- SIAM, October 2015
- ARC Colloquium
- Isotonic Regression
- Machine Learning Seminar (Georgia Tech), January 2016
- Algorithms for Lipschitz Learning
- ARC Colloquium, April 2015
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