Computer Intensive Methods in Statistics

ISBN-13: 9780367194239 / Angielski / Miękka / 2019 / 218 str.

Silvelyn Zwanzig; Behrang Mahjani

Opis

This book gives an overview of statistical methods that have been developed during the last years due to increasing computer use, including random number generators, Monte Carlo methods, Markov Chain Monte Carlo (MCMC) methods, Bootstrap, EM algorithms, wavelet estimators, splines, and model assessment

Spis treści

Introduction. 1. Randfom Variable Generation. 2. Monte Carlo Methods. 3. Bootstrap. 4. Simulation based Methods. 5. Density Estimation. 6. Nonparametric Regression.