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题名/责任者:

Probability And Conditional Expectation: Fundamentals For The Empirical Sciences Rolf Steyer

出版发行项:

Wiley 2017

ISBN:

9781119243526

载体形态项:

600

翻译题名:

概率和有条件的期望: 实证科学的基础

丛编说明:

Wiley Series in Probability and Statistics (Book 5)

一般附注:

Hardcover

摘要附注:

Probability and Conditional Expectations bridges the gap between books on probability theory and statistics by providing the probabilistic concepts estimated and tested in analysis of variance, regression analysis, factor analysis, structural equation modeling, hierarchical linear models and analysis of qualitative data. The authors emphasize the theory of conditional expectations that is also fundamental to conditional independence and conditional distributions. Probability and Conditional Expectations Presents a rigorous and detailed mathematical treatment of probability theory focusing on concepts that are fundamental to understand what we are estimating in applied statistics. Explores the basics of random variables along with extensive coverage of measurable functions and integration. Extensively treats conditional expectations also with respect to a conditional probability measure and the concept of conditional effect functions, which are crucial in the analysis of causal effects. Is illustrated throughout with simple examples, numerous exercises and detailed solutions. Provides website links to further resources including videos of courses delivered by the authors as well as R code exercises to help illustrate the theory presented throughout the book.

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