Resources on Sublinear Algorithms

Property testing and sublinear-time algorithms

R. Rubinfeld. Sublinear Time Algorithms. MIT, Spring 2007. http://people.csail.mit.edu/ronitt/COURSE/S07/

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

P. Indyk. Sketching, streaming, and sub-linear space algorithms. MIT, Fall 2007. http://stellar.mit.edu/S/course/6/fa07/6.895/
A. McGregor. Data streams and massive data. University of Massachusetts in Amherst, Spring 2012. http://people.cs.umass.edu/~mcgregor/courses/CS711S12/

S. Muthukrishnan. Data streams: algorithms and applications. Now Publishers Inc, 2005. http://algo.research.googlepages.com/eight.ps