Difference between revisions of "Resources"
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{{DISPLAYTITLE:Resources on Sublinear Algorithms}} | {{DISPLAYTITLE:Resources on Sublinear Algorithms}} | ||
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| − | (Please add links only to class websites that provide lecture notes | + | (Please add links only to class and workshop websites that provide lecture notes, slides, or videos.) |
== Communication complexity (sublinear communication) == | == Communication complexity (sublinear communication) == | ||
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* S. Muthukrishnan. [http://algo.research.googlepages.com/eight.ps ''Data streams: algorithms and applications.''] Now Publishers Inc, 2005. | * S. Muthukrishnan. [http://algo.research.googlepages.com/eight.ps ''Data streams: algorithms and applications.''] Now Publishers Inc, 2005. | ||
* A. McGregor. [http://people.cs.umass.edu/~mcgregor/papers/13-graphsurvey.pdf ''Graph Stream Algorithms: A Survey.''] 2013. | * A. McGregor. [http://people.cs.umass.edu/~mcgregor/papers/13-graphsurvey.pdf ''Graph Stream Algorithms: A Survey.''] 2013. | ||
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| + | === Workshops === | ||
| + | * [http://wsga.sandia.gov/presentations.html Workshop on Streaming Graph Algorithms] at the Sandia National Laboratories, 2014. | ||
__FORCETOC__ | __FORCETOC__ | ||
Revision as of 19:44, 5 December 2014
Contents
(Please add links only to class and workshop websites that provide lecture notes, slides, or videos.)
Communication complexity (sublinear communication)
Classes
- P. Harsha, M. Mahajan, and J. Radhakrishnan. Communication Complexity. TIFR & IMSc, Monsoon Semester 2011-12.
Workshops
- Information Complexity and Applications at STOC 2013.
- Communication Complexity and Applications in Banff, 2014.
Compressed sensing (sublinear measurement)
Classes
- P. Indyk. Sketching, streaming, and sub-linear space algorithms. MIT, Fall 2007.
- P. Indyk and R. Rubinfeld. Sublinear Algorithms. MIT, Fall 2010.
- P. Indyk and R. Rubinfeld. Sublinear Algorithms. MIT, Spring 2013.
Property testing and sublinear-time algorithms
Classes
- R. Rubinfeld and E. Ben-Sasson. Sublinear Time Algorithms. MIT, Fall 2004.
- R. Rubinfeld. Sublinear Time Algorithms. MIT, Spring 2007.
- P. Indyk and R. Rubinfeld. Sublinear Algorithms. MIT, Fall 2010.
- S. Raskhodnikova. Sublinear Algorithms. Penn State, Spring 2012.
- T. Sauerwald. Sublinear Algorithms. Max Planck Institut, Winter Semester 2012.
- P. Indyk and R. Rubinfeld. Sublinear Algorithms. MIT, Spring 2013.
- G. Yaroslavtsev. Sublinear Algorithms for Big Data. University of Buenos Aires, Summer 2014.
News
Surveys
- E. Fischer. The art of uninformed decisions: a primer to property testing. 2001.
- D. Ron. Property Testing. Handbook of Randomized Computing, Vol. II, 2001.
- R. Rubinfield. Sublinear time algorithms. Proceedings of the International Congress of Mathematicians, 2006.
- D. Ron. Property testing: a learning theory perspective. 2008.
- A. Czumaj and C. Sohler. Sublinear-time algorithms. In Property Testing. Current Research and Surveys. 2010.
- O. Goldreich. Introduction to testing graph properties. 2010.
- R. Rubinfeld and A. Shapira. Sublinear time algorithms. SIAM Journal on Discrete Mathematics 25, 2011.
- A. Montanaro and R. de Wolf. A Survey of Quantum Property Testing. 2013.
Streaming algorithms
Classes
- P. Indyk. Sketching, streaming, and sub-linear space algorithms. MIT, Fall 2007.
- P. Indyk and R. Rubinfeld. Sublinear Algorithms. MIT, Fall 2010.
- A. McGregor. Data streams and massive data. University of Massachusetts in Amherst, Spring 2012.
- P. Indyk and R. Rubinfeld. Sublinear Algorithms. MIT, Spring 2013.
- J. Nelson. Algorithms for Big Data. Harvard, Fall 2013.
- G. Yaroslavtsev. Sublinear Algorithms for Big Data. University of Buenos Aires, Summer 2014.
Surveys
- S. Muthukrishnan. Data streams: algorithms and applications. Now Publishers Inc, 2005.
- A. McGregor. Graph Stream Algorithms: A Survey. 2013.
Workshops
- Workshop on Streaming Graph Algorithms at the Sandia National Laboratories, 2014.
