Resources on Sublinear Algorithms
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.
