Partial identification of probability distributions

書誌事項

Partial identification of probability distributions

Charles F. Manski

(Springer series in statistics)

Springer, c2003

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注記

Bibliography: p. 167-174

Includes index

内容説明・目次

内容説明

The book presents in a rigorous and thorough manner the main elements of Charles Manski's research on partial identification of probability distributions. The approach to inference that runs throughout the book is deliberately conservative and thoroughly nonparametric. There is an enormous scope for fruitful inference using data and assumptions that partially identify population parameters.

目次

Missing Outcomes * Instrumental Variables * Conditional Prediction with Missing Data * Contaminated Outcomes * Regressions, Short and Long * Response-Based Sampling * Analysis of Treatment Response * Monotone Treatment Response * Monotone Instrumental Variables * The Mixing Problem

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