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 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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== Communication complexity (sublinear communication) ==
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=== Classes ===
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=== Courses ===
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*  P. Harsha, M. Mahajan, and J. Radhakrishnan. ''Communication Complexity.'' TIFR & IMSc, Monsoon Semester 2011-12. http://www.tcs.tifr.res.in/~prahladh/teaching/2011-12/comm/
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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.
  
 
== Compressed sensing (sublinear measurement) ==
 
== Compressed sensing (sublinear measurement) ==
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=== Classes ===
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=== Courses ===
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* 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.  
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* 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.
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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.
  
 
== Property testing and sublinear-time algorithms ==
 
== Property testing and sublinear-time algorithms ==
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=== Classes ===
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=== Books ===
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* R. Rubinfeld and E. Ben-Sasson. ''Sublinear Time Algorithms.'' MIT, Fall 2004. http://people.csail.mit.edu/ronitt/COURSE/F04/index.html
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* A. Bhattacharyya and Y. Yoshida. [https://link.springer.com/book/10.1007/978-981-16-8622-1 ''Property Testing.''] Springer Singapore, 2022.
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* R. Rubinfeld. ''Sublinear Time Algorithms.'' MIT, Spring 2007. http://people.csail.mit.edu/ronitt/COURSE/S07/
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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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* P. Indyk and R. Rubinfeld. ''Sublinear Algorithms.'' MIT, Fall 2010. http://stellar.mit.edu/S/course/6/fa10/6.896/
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* S. Raskhodnikova. ''Sublinear Algorithms.'' Penn State, Spring 2012. http://www.cse.psu.edu/~sofya/sublinear598/
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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 ===
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* 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.  
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* 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.  
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* 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.  
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* 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.  
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* 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.  
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* 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 ==
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=== Classes ===
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=== Courses ===
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* A. Chakrabarti. "Data Stream Algorithms." Dartmouth, Fall 2011. http://www.cs.dartmouth.edu/~ac/Teach/CS49-Fall11/
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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. ''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 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. ''Sublinear Algorithms.'' MIT, Fall 2010. http://stellar.mit.edu/S/course/6/fa10/6.896/
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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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* 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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* 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 ===
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* 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.
 
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Latest revision as of 00:50, 27 January 2023

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

Communication complexity (sublinear communication)[edit]

Courses[edit]

Workshops[edit]

Compressed sensing (sublinear measurement)[edit]

Courses[edit]

Property testing and sublinear-time algorithms[edit]

Books[edit]

Courses[edit]

News[edit]

Surveys[edit]

Workshops[edit]

Streaming algorithms[edit]

Courses[edit]

Surveys[edit]

Workshops[edit]

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