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{{DISPLAYTITLE:Resources on Sublinear Algorithms}}
 
{{DISPLAYTITLE:Resources on Sublinear Algorithms}}
Please add links only to class websites that provide lecture notes and/or slides.
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(Please add links only to class and workshop websites that provide lecture notes, slides, or videos.)
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== Communication complexity (sublinear communication) ==
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=== Courses ===
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*  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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=== Workshops ===
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* [http://www.cs.princeton.edu/~mbraverm/pmwiki/index.php?n=Research.STOC13Workshop Information Complexity and Applications] at STOC 2013.
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* [https://www.birs.ca/events/2014/5-day-workshops/14w5164 Communication Complexity and Applications] in Banff, 2014.
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== Compressed sensing (sublinear measurement) ==
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=== Courses ===
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* P. Indyk. [http://stellar.mit.edu/S/course/6/fa07/6.895/ ''Sketching, streaming, and sub-linear space algorithms.''] MIT, Fall 2007.
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* P. Indyk and R. Rubinfeld. [http://stellar.mit.edu/S/course/6/fa10/6.896/ ''Sublinear Algorithms.''] MIT, Fall 2010.
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* P. Indyk and R. Rubinfeld. [http://stellar.mit.edu/S/course/6/sp13/6.893/ ''Sublinear Algorithms.''] MIT, Spring 2013.
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* E. Price. [http://www.cs.utexas.edu/~ecprice/courses/sublinear/ ''Sublinear Algorithms.''] UT Austin, Fall 2014.
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== Property testing and sublinear-time algorithms ==
 
== Property testing and sublinear-time algorithms ==
=== Classes ===
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=== Books ===
* R. Rubinfeld. ''Sublinear Time Algorithms.'' MIT, Spring 2007. http://people.csail.mit.edu/ronitt/COURSE/S07/
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* A. Bhattacharyya and Y. Yoshida. [http://propertytestingbook.wordpress.com ''Property Testing.''] In preparation.
* P. Indyk and R. Rubinfeld. ''Sublinear Algorithms.'' MIT, Fall 2010. http://stellar.mit.edu/S/course/6/fa10/6.896/
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* O. Goldreich. [http://www.wisdom.weizmann.ac.il/~oded/pt-intro.html ''Introduction to Property Testing.''] In preparation.
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=== Courses ===
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* R. Rubinfeld and E. Ben-Sasson. [http://people.csail.mit.edu/ronitt/COURSE/F04/index.html ''Sublinear Time Algorithms.''] MIT, Fall 2004.
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* 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/fa10/6.896/ ''Sublinear Algorithms.''] MIT, Fall 2010.  
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* S. Raskhodnikova. [http://www.cse.psu.edu/~sofya/sublinear598/ ''Sublinear Algorithms.''] Penn State, Spring 2012.
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* T. Sauerwald. [http://www.mpi-inf.mpg.de/departments/d1/teaching/ws12/sublinear/ ''Sublinear Algorithms.''] Max Planck Institut, Winter Semester 2012.
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* P. Indyk and R. Rubinfeld. [http://stellar.mit.edu/S/course/6/sp13/6.893/ ''Sublinear Algorithms.''] MIT, Spring 2013.
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* G. Yaroslavtsev. [http://grigory.us/big-data.html ''Sublinear Algorithms for Big Data.''] University of Buenos Aires, Summer 2014.
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* E. Price. [http://www.cs.utexas.edu/~ecprice/courses/sublinear/ ''Sublinear Algorithms.''] UT Austin, Fall 2014.
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* R. Servedio. [http://www.cs.columbia.edu/~rocco/Teaching/S14/# ''Sublinear Time Algorithms in Learning and Property Testing.''] Columbia, Spring 2014.
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=== News ===
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* Blog [http://ptreview.sublinear.info/ ''Property Testing Review.'']
  
 
=== Surveys ===
 
=== Surveys ===
* E. Fischer. ''The art of uninformed decisions: a primer to property testing.'' 2001. http://www.cs.technion.ac.il/~eldar/surv.ps
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* E. Fischer. [http://www.cs.technion.ac.il/~eldar/surv.ps ''The art of uninformed decisions: a primer to property testing.''] 2001.  
* D. Ron. ''Property Testing.'' Handbook of Randomized Computing, Vol. II, 2001. http://www.eng.tau.ac.il/~danar/Public-pdf/tut.pdf
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* D. Ron. [http://www.eng.tau.ac.il/~danar/Public-pdf/tut.pdf ''Property Testing.''] Handbook of Randomized Computing, Vol. II, 2001.  
* R. Rubinfield. ''Sublinear time algorithms.'' Proceedings of the International Congress of Mathematicians, 2006. http://www.icm2006.org/proceedings/Vol_III/contents/ICM_Vol_3_53.pdf
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* R. Rubinfeld. [http://www.icm2006.org/proceedings/Vol_III/contents/ICM_Vol_3_53.pdf ''Sublinear time algorithms.''] Proceedings of the International Congress of Mathematicians, 2006.  
* D. Ron. ''Property testing: a learning theory perspective.'' 2008. http://www.eng.tau.ac.il/~danar/Public-pdf/fnt-ml.pdf
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* D. Ron. [http://www.eng.tau.ac.il/~danar/Public-pdf/fnt-ml.pdf ''Property testing: a learning theory perspective.''] 2008.  
* O. Goldreich. ''Introduction to testing graph properties.'' 2010. http://www.wisdom.weizmann.ac.il/~oded/p_tgp.html
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* A. Czumaj and C. Sohler. [http://www.dcs.warwick.ac.uk/~czumaj/PUBLICATIONS/DRAFTS/Draft-Survey-Sublinear.pdf ''Sublinear-time algorithms.''] In ''Property Testing. Current Research and Surveys.'' 2010.  
* R. Rubinfeld and A. Shapira. ''Sublinear time algorithms.'' SIAM Journal on Discrete Mathematics 25, 2011. http://www.math.tau.ac.il/~asafico/sublinear.pdf
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* O. Goldreich. [http://www.wisdom.weizmann.ac.il/~oded/p_tgp.html ''Introduction to testing graph properties.''] 2010.
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* R. Rubinfeld and A. Shapira. [http://www.math.tau.ac.il/~asafico/sublinear.pdf ''Sublinear time algorithms.''] SIAM Journal on Discrete Mathematics 25, 2011.  
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* R. Rubinfeld. [https://dl.acm.org/citation.cfm?id=2331052 ''Taming big probability distributions.''] XRDS, 2012.
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* A. Montanaro and R. de Wolf. [http://arxiv.org/abs/1310.2035 ''A Survey of Quantum Property Testing.''] 2013.
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* C. Canonne. [http://eccc.hpi-web.de/report/2015/063/ ''A Survey on Distribution Testing: Your Data is Big. But is it Blue?''] 2015.
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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.
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=== Workshops ===
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* [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 ==
=== Classes ===
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=== Courses ===
* P. Indyk. ''Sketching, streaming, and sub-linear space algorithms.'' MIT, Fall 2007. http://stellar.mit.edu/S/course/6/fa07/6.895/
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* 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. ''Sublinear Algorithms.'' MIT, Fall 2010. http://stellar.mit.edu/S/course/6/fa10/6.896/
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* P. Indyk and R. Rubinfeld. [http://stellar.mit.edu/S/course/6/fa10/6.896/ ''Sublinear Algorithms.''] MIT, Fall 2010.
* A. McGregor. ''Data streams and massive data.'' University of Massachusetts in Amherst, Spring 2012. http://people.cs.umass.edu/~mcgregor/courses/CS711S12/
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* A. McGregor. [http://people.cs.umass.edu/~mcgregor/courses/CS711S12/ ''Data streams and massive data.''] University of Massachusetts in Amherst, Spring 2012.
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* P. Indyk and R. Rubinfeld. [http://stellar.mit.edu/S/course/6/sp13/6.893/ ''Sublinear Algorithms.''] MIT, Spring 2013.
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* J. Nelson. [http://people.seas.harvard.edu/~minilek/cs229r/ ''Algorithms for Big Data.''] Harvard, Fall 2013.
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* G. Yaroslavtsev. [http://grigory.us/big-data.html ''Sublinear Algorithms for Big Data.''] University of Buenos Aires, Summer 2014.
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* E. Price. [http://www.cs.utexas.edu/~ecprice/courses/sublinear/ ''Sublinear Algorithms.''] UT Austin, Fall 2014.
  
 
=== Surveys ===
 
=== Surveys ===
* S. Muthukrishnan. ''Data streams: algorithms and applications.'' Now Publishers Inc, 2005. http://algo.research.googlepages.com/eight.ps
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* S. Muthukrishnan. [http://algo.research.googlepages.com/eight.ps ''Data streams: algorithms and applications.''] Now Publishers Inc, 2005.  
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* A. McGregor. [http://people.cs.umass.edu/~mcgregor/papers/13-graphsurvey.pdf ''Graph Stream Algorithms: A Survey.''] 2013.
  
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=== Workshops ===
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* [http://wsga.sandia.gov/presentations.html Workshop on Streaming Graph Algorithms] at the Sandia National Laboratories, 2014.
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* [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__

Revision as of 04:45, 8 April 2016

(Please add links only to class and workshop websites that provide lecture notes, slides, or videos.)

Communication complexity (sublinear communication)

Courses

Workshops

Compressed sensing (sublinear measurement)

Courses

Property testing and sublinear-time algorithms

Books

Courses

News

Surveys

Workshops

Streaming algorithms

Courses

Surveys

Workshops