TY - BOOK AU - Tavaré,Simon AU - Zeitouni,Ofer AU - Picard,Jean ED - SpringerLink (Online service) TI - Lectures on Probability Theory and Statistics: Ecole d’Eté de Probabilités de Saint-Flour XXXI - 2001 T2 - Lecture Notes in Mathematics, Ecole d’Eté de Probabilités de Saint-Flour XXXI - 2001, SN - 9783540398745 AV - QA273.A1-274.9 U1 - 519.2 23 PY - 2004/// CY - Berlin, Heidelberg PB - Springer Berlin Heidelberg KW - Mathematics KW - Genetics KW - Distribution (Probability theory) KW - Probability Theory and Stochastic Processes KW - Genetics and Population Dynamics N2 - This volume contains lectures given at the 31st Probability Summer School in Saint-Flour (July 8-25, 2001). Simon Tavaré’s lectures serve as an introduction to the coalescent, and to inference for ancestral processes in population genetics. The stochastic computation methods described include rejection methods, importance sampling, Markov chain Monte Carlo, and approximate Bayesian methods. Ofer Zeitouni’s course on "Random Walks in Random Environment" presents systematically the tools that have been introduced to study the model. A fairly complete description of available results in dimension 1 is given. For higher dimension, the basic techniques and a discussion of some of the available results are provided. The contribution also includes an updated annotated bibliography and suggestions for further reading. Olivier Catoni's course appears separately UR - http://dx.doi.org/10.1007/b95197 ER -