Resources on Sublinear Algorithms
Contents
(Please add links only to class websites that provide lecture notes and/or slides.)
Compressed sensing (sublinear measurement)
Classes
- P. Indyk. Sketching, streaming, and sub-linear space algorithms. MIT, Fall 2007. http://stellar.mit.edu/S/course/6/fa07/6.895/
- P. Indyk and R. Rubinfeld. Sublinear Algorithms. MIT, Fall 2010. http://stellar.mit.edu/S/course/6/fa10/6.896/
Property testing and sublinear-time algorithms
Classes
- R. Rubinfeld and E. Ben-Sasson. Sublinear Time Algorithms. MIT, Fall 2004. http://people.csail.mit.edu/ronitt/COURSE/F04/index.html
- R. Rubinfeld. Sublinear Time Algorithms. MIT, Spring 2007. http://people.csail.mit.edu/ronitt/COURSE/S07/
- P. Indyk and R. Rubinfeld. Sublinear Algorithms. MIT, Fall 2010. http://stellar.mit.edu/S/course/6/fa10/6.896/
Surveys
- E. Fischer. The art of uninformed decisions: a primer to property testing. 2001. http://www.cs.technion.ac.il/~eldar/surv.ps
- D. Ron. Property Testing. Handbook of Randomized Computing, Vol. II, 2001. http://www.eng.tau.ac.il/~danar/Public-pdf/tut.pdf
- 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
- D. Ron. Property testing: a learning theory perspective. 2008. http://www.eng.tau.ac.il/~danar/Public-pdf/fnt-ml.pdf
- O. Goldreich. Introduction to testing graph properties. 2010. http://www.wisdom.weizmann.ac.il/~oded/p_tgp.html
- R. Rubinfeld and A. Shapira. Sublinear time algorithms. SIAM Journal on Discrete Mathematics 25, 2011. http://www.math.tau.ac.il/~asafico/sublinear.pdf
Streaming algorithms
Classes
- A. Chakrabarti. "Data Stream Algorithms." Dartmouth, Fall 2011. http://www.cs.dartmouth.edu/~ac/Teach/CS49-Fall11/
- P. Indyk. Sketching, streaming, and sub-linear space algorithms. MIT, Fall 2007. http://stellar.mit.edu/S/course/6/fa07/6.895/
- P. Indyk and R. Rubinfeld. Sublinear Algorithms. MIT, Fall 2010. http://stellar.mit.edu/S/course/6/fa10/6.896/
- A. McGregor. Data streams and massive data. University of Massachusetts in Amherst, Spring 2012. http://people.cs.umass.edu/~mcgregor/courses/CS711S12/
Surveys
- S. Muthukrishnan. Data streams: algorithms and applications. Now Publishers Inc, 2005. http://algo.research.googlepages.com/eight.ps
