Playlist: 30 videos

Parallel and Distributed Algorithms for Inference and Optimization

Oct. 21 – Oct. 24, 2013

Recent years have seen dramatic changes in the architectures underlying both large-scale and small-scale data analysis environments. For example, distributed data centers consisting of clusters of a large number of commodity...

0:28:59

Highly Scalable Branch-and-Bound for Maximum Monomial Agreement

Cynthia Phillips, Sandia National Laboratories
Parallel and Distributed Algorithms for Inference and Optimization
http://simons.berkeley.edu/talks/cynthia-phillips-2013-10-23
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0:33:18

Provably Efficient Algorithms for Training Deep Networks

Shai Shalev-Shwartz, Hebrew University of Jerusalem
Parallel and Distributed Algorithms for Inference and Optimization
http://simons.berkeley.edu/talks/shai-shalev-shwartz-2013-10-23
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0:33:40

Peeling Algorithms

Michael Mitzenmacher, Harvard University
Parallel and Distributed Algorithms for Inference and Optimization
http://simons.berkeley.edu/talks/michael-mitzenmacher-2013-10-23
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0:57:41

Parallelism in Linear and Mixed Integer Programming

Ed Rothberg, Gurobi Optimization
Parallel and Distributed Algorithms for Inference and Optimization
http://simons.berkeley.edu/talks/ed-rothberg-2013-10-24
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0:29:59

Using Data-Oblivious Algorithms for Private Cloud Storage Access

Michael Goodrich, UC Irvine
Parallel and Distributed Algorithms for Inference and Optimization
http://simons.berkeley.edu/talks/michael-goodrich-2013-10-24
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0:27:42

Communication Avoiding Algorithms for Linear Algebra and Beyond

Jim Demmel, UC Berkeley
Parallel and Distributed Algorithms for Inference and Optimization
http://simons.berkeley.edu/talks/jim-demmel-2013-10-24
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0:29:34

Consensus-Based Distributed Online Prediction and Optimization

Michael Rabbat, McGill University
Parallel and Distributed Algorithms for Inference and Optimization
http://simons.berkeley.edu/talks/michael-rabbat-2013-10-24
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0:26:10

Large-Scale Generalized Matching

Rainer Gemulla, Max Planck Institute, Saarbrücken
Parallel and Distributed Algorithms for Inference and Optimization
http://simons.berkeley.edu/talks/rainer-gemulla-2013-10-24
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0:32:42

Stochastic Optimization for Big Data Machine Learning Problems

Tong Zhang, Rutgers University
Parallel and Distributed Algorithms for Inference and Optimization
http://simons.berkeley.edu/talks/tong-zhang-2013-10-24
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0:28:49

First Order Methods for Distributed Network Optimization

Angelia Nedich, University of Illinois, Urbana-Champaign
Parallel and Distributed Algorithms for Inference and Optimization
http://simons.berkeley.edu/talks/angelia-nedich-2013-10-24
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