随机算法 (Fall 2011)/Course materials
Course textbook
References and further readings
- Thomas Cormen, Charles Leiserson, Ronald Rivest, and Clifford Stein. Introduction to Algorithms, 2nd edition. MIT Press, 2001.
- William Feller, An Introduction to Probability Theory and Its Applications, volumes 1, 3rd edition. Wiley, 1968.
- Noga Alon and Joel Spencer. The Probabilistic Method, 3nd edition. Wiley, 2008.
- Olle Häggström, Finite Markov Chains and Algorithmic Applications. Cambridge University Press, 2002.
- Alistair Sinclair, "Markov Chain Monte Carlo: Foundations and Applications". Lecture Notes: http://www.cs.berkeley.edu/~sinclair/cs294/f09.html
- Shlomo Hoory, Nathan Linial, and Avi Wigderson. Expander Graphs and Their Applications. American Mathematical Society, 2006.
- Salil Vadhan, "Pseudorandomness". draft. http://people.seas.harvard.edu/~salil/pseudorandomness/