Probability and Conditional Expectation
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A01=Rolf Steyer
A01=Werner Nagel
analysis of qualitative data
analysis of variance
Author_Rolf Steyer
Author_Werner Nagel
Category=PBT
conditional expectations
conditional independence and conditional distributions
eq_isMigrated=1
eq_isMigrated=2
eq_nobargain
factor analysis
hierarchical linear models
probabilistic
probability theory
regression analysis
statistics
structural equation modeling
Product details
- ISBN 9781119243526
- Weight: 1043g
- Dimensions: 168 x 248mm
- Publication Date: 05 May 2017
- Publisher: John Wiley & Sons Inc
- Publication City/Country: US
- Product Form: Hardback
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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.
Rolf Steyer,
Institute of Psychology, University of Jena, Germany
Werner Nagel,
Institute of Mathematics, University of Jena, Germany
