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【2014新书】统计模拟与计算
Dirk P. Kroese, Joshua C.C. Chan, "Statistical Modeling and Computation"
2014 | ISBN-10: 1461487749 | 400 pages | PDF | 6 MB
【作者简介】
Dirk P. Kroese为澳大利亚昆士兰大学（The University of Queenslan）数学与物理系教授，Joshua CC. Chan为澳大利亚国立大学经济系教授。
【教材简介】
This textbook on statistical modeling and statistical inference will assist advanced undergraduate and graduate students. Statistical Modeling and Computation provides a unique introduction to modern Statistics from both classical and Bayesian perspectives. It also offers an integrated treatment of Mathematical Statistics and modern statistical computation, emphasizing statistical modeling, computational techniques, and applications. Each of the three parts will cover topics essential to university courses. Part I covers the fundamentals of probability theory. In Part II, the authors introduce a wide variety of classical models that include, among others, linear regression and ANOVA models. In Part III, the authors address the statistical analysis and computation of various advanced models, such as generalized linear, state-space and Gaussian models. Particular attention is paid to fast Monte Carlo techniques for Bayesian inference on these models. Throughout the book the authors include a large number of illustrative examples and solved problems. The book also features a section with solutions, an appendix that serves as a MATLAB primer, and a mathematical supplement.
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