Difference between revisions of "Resources"
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== Communication complexity (sublinear communication) ==  | == Communication complexity (sublinear communication) ==  | ||
| − | ===   | + | === Courses ===  | 
*  P. Harsha, M. Mahajan, and J. Radhakrishnan. [http://www.tcs.tifr.res.in/~prahladh/teaching/2011-12/comm/ ''Communication Complexity.''] TIFR & IMSc, Monsoon Semester 2011-12.    | *  P. Harsha, M. Mahajan, and J. Radhakrishnan. [http://www.tcs.tifr.res.in/~prahladh/teaching/2011-12/comm/ ''Communication Complexity.''] TIFR & IMSc, Monsoon Semester 2011-12.    | ||
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== Compressed sensing (sublinear measurement) ==  | == Compressed sensing (sublinear measurement) ==  | ||
| − | ===   | + | === Courses ===  | 
* P. Indyk. [http://stellar.mit.edu/S/course/6/fa07/6.895/ ''Sketching, streaming, and sub-linear space algorithms.''] MIT, Fall 2007.    | * P. Indyk. [http://stellar.mit.edu/S/course/6/fa07/6.895/ ''Sketching, streaming, and sub-linear space algorithms.''] MIT, Fall 2007.    | ||
* P. Indyk and R. Rubinfeld. [http://stellar.mit.edu/S/course/6/fa10/6.896/ ''Sublinear Algorithms.''] MIT, Fall 2010.    | * P. Indyk and R. Rubinfeld. [http://stellar.mit.edu/S/course/6/fa10/6.896/ ''Sublinear Algorithms.''] MIT, Fall 2010.    | ||
* 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.    | ||
| + | * E. Price. [http://www.cs.utexas.edu/~ecprice/courses/sublinear/ ''Sublinear Algorithms.''] UT Austin, Fall 2014.  | ||
== Property testing and sublinear-time algorithms ==  | == Property testing and sublinear-time algorithms ==  | ||
| − | ===   | + | === Books ===  | 
| + | * A. Bhattacharyya and Y. Yoshida. [https://link.springer.com/book/10.1007/978-981-16-8622-1 ''Property Testing.''] Springer Singapore, 2022.  | ||
| + | * O. Goldreich. [http://www.wisdom.weizmann.ac.il/~oded/pt-intro.html ''Introduction to Property Testing.''] In preparation.  | ||
| + | |||
| + | === Courses ===  | ||
* R. Rubinfeld and E. Ben-Sasson. [http://people.csail.mit.edu/ronitt/COURSE/F04/index.html ''Sublinear Time Algorithms.''] MIT, Fall 2004.    | * R. Rubinfeld and E. Ben-Sasson. [http://people.csail.mit.edu/ronitt/COURSE/F04/index.html ''Sublinear Time Algorithms.''] MIT, Fall 2004.    | ||
* R. Rubinfeld. [http://people.csail.mit.edu/ronitt/COURSE/S07/ ''Sublinear Time Algorithms.''] MIT, Spring 2007.    | * R. Rubinfeld. [http://people.csail.mit.edu/ronitt/COURSE/S07/ ''Sublinear Time Algorithms.''] MIT, Spring 2007.    | ||
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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 ===  | ||
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* O. Goldreich. [http://www.wisdom.weizmann.ac.il/~oded/PDF/pt-intro.pdf ''Notes for the first lecture in a course on Property Testing.''] 2016.  | * O. Goldreich. [http://www.wisdom.weizmann.ac.il/~oded/PDF/pt-intro.pdf ''Notes for the first lecture in a course on Property Testing.''] 2016.  | ||
| − | ===   | + | === Workshops ===  | 
| − | *   | + | * [http://dimacs.rutgers.edu/Workshops/ParallelAlgorithms/ DIMACS Workshop on Big Data through the Lens of Sublinear Algorithms] at DIMACS Center, CoRE Building, Rutgers University, 2015.  | 
== Streaming algorithms ==  | == Streaming algorithms ==  | ||
| − | ===   | + | === Courses ===  | 
* P. Indyk. [http://stellar.mit.edu/S/course/6/fa07/6.895/ ''Sketching, streaming, and sub-linear space algorithms.''] MIT, Fall 2007.    | * P. Indyk. [http://stellar.mit.edu/S/course/6/fa07/6.895/ ''Sketching, streaming, and sub-linear space algorithms.''] MIT, Fall 2007.    | ||
* P. Indyk and R. Rubinfeld. [http://stellar.mit.edu/S/course/6/fa10/6.896/ ''Sublinear Algorithms.''] MIT, Fall 2010.    | * P. Indyk and R. Rubinfeld. [http://stellar.mit.edu/S/course/6/fa10/6.896/ ''Sublinear Algorithms.''] MIT, Fall 2010.    | ||
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* J. Nelson. [http://people.seas.harvard.edu/~minilek/cs229r/ ''Algorithms for Big Data.''] Harvard, Fall 2013.  | * J. Nelson. [http://people.seas.harvard.edu/~minilek/cs229r/ ''Algorithms for Big Data.''] Harvard, Fall 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.  | ||
=== Surveys ===  | === Surveys ===  | ||
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=== Workshops ===  | === Workshops ===  | ||
* [http://wsga.sandia.gov/presentations.html Workshop on Streaming Graph Algorithms] at the Sandia National Laboratories, 2014.  | * [http://wsga.sandia.gov/presentations.html Workshop on Streaming Graph Algorithms] at the Sandia National Laboratories, 2014.  | ||
| − | + | * [http://dimacs.rutgers.edu/Workshops/ParallelAlgorithms/ DIMACS Workshop on Big Data through the Lens of Sublinear Algorithms] at DIMACS Center, CoRE Building, Rutgers University, 2015.  | |
__FORCETOC__  | __FORCETOC__  | ||
Latest revision as of 00:50, 27 January 2023
Contents
(Please add links only to class and workshop websites that provide lecture notes, slides, or videos.)
Communication complexity (sublinear communication)
Courses
- 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)
Courses
- 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.
 - E. Price. Sublinear Algorithms. UT Austin, Fall 2014.
 
Property testing and sublinear-time algorithms
Books
- A. Bhattacharyya and Y. Yoshida. Property Testing. Springer Singapore, 2022.
 - O. Goldreich. Introduction to Property Testing. In preparation.
 
Courses
- 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
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.
 
Workshops
- DIMACS Workshop on Big Data through the Lens of Sublinear Algorithms at DIMACS Center, CoRE Building, Rutgers University, 2015.
 
Streaming algorithms
Courses
- 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.
 - E. Price. Sublinear Algorithms. UT Austin, Fall 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.
 - DIMACS Workshop on Big Data through the Lens of Sublinear Algorithms at DIMACS Center, CoRE Building, Rutgers University, 2015.