Difference between revisions of "Resources"
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* P. Indyk and R. Rubinfeld. [http://stellar.mit.edu/S/course/6/sp13/6.893/ ''Sublinear Algorithms.''] MIT, Spring 2013. | * P. Indyk and R. Rubinfeld. [http://stellar.mit.edu/S/course/6/sp13/6.893/ ''Sublinear Algorithms.''] MIT, Spring 2013. | ||
* G. Yaroslavtsev. [http://grigory.us/big-data.html ''Sublinear Algorithms for Big Data.''] University of Buenos Aires, Summer 2014. | * G. Yaroslavtsev. [http://grigory.us/big-data.html ''Sublinear Algorithms for Big Data.''] University of Buenos Aires, Summer 2014. | ||
| + | * E. Price. [http://www.cs.utexas.edu/~ecprice/courses/sublinear/ ''Sublinear Algorithms''] UT Austin, Fall 2014 | ||
| + | * R. Servedio. [http://www.cs.columbia.edu/~rocco/Teaching/S14/# ''Sublinear Time Algorithms in Learning and Property Testing''] Columbia, Spring 2014 | ||
=== News === | === News === | ||
* Blog [http://ptreview.sublinear.info/ ''Property Testing Review.''] | * Blog [http://ptreview.sublinear.info/ ''Property Testing Review.''] | ||
| + | |||
| + | === Lecture Notes === | ||
| + | |||
| + | * [''http://www.wisdom.weizmann.ac.il/~oded/pt-ln.html'' Oded Goldreich's notes] | ||
=== Surveys === | === Surveys === | ||
Revision as of 05:11, 6 April 2016
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.
- E. Price. Sublinear Algorithms UT Austin, Fall 2014
- R. Servedio. Sublinear Time Algorithms in Learning and Property Testing Columbia, Spring 2014
News
Lecture Notes
- [http://www.wisdom.weizmann.ac.il/~oded/pt-ln.html Oded Goldreich's notes]
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. Rubinfeld. 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.
- R. Rubinfeld. Taming big probability distributions. XRDS, 2012.
- A. Montanaro and R. de Wolf. A Survey of Quantum Property Testing. 2013.
- C. Canonne. A Survey on Distribution Testing: Your Data is Big. But is it Blue? 2015.
- O. Goldreich. Notes for the first lecture in a course on Property Testing. 2016.
Books
- Arnab Bhattacharyya and Yuichi Yoshida. "Property Testing." 2017?.
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.
