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Titlebook: Partial Identification of Probability Distributions; Charles F. Manski Book 2003 Springer Science+Business Media New York 2003 calculus.ec

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書(shū)目名稱Partial Identification of Probability Distributions
編輯Charles F. Manski
視頻videohttp://file.papertrans.cn/742/741546/741546.mp4
叢書(shū)名稱Springer Series in Statistics
圖書(shū)封面Titlebook: Partial Identification of Probability Distributions;  Charles F. Manski Book 2003 Springer Science+Business Media New York 2003 calculus.ec
描述Sample data alone never suffice to draw conclusions about populations. Inference always requires assumptions about the population and sampling process. Statistical theory has revealed much about how strength of assumptions affects the precision of point estimates, but has had much less to say about how it affects the identification of population parameters. Indeed, it has been commonplace to think of identification as a binary event?– a parameter is either identified or not?– and to view point identification as a precondition for inference. Yet there is enormous scope for fruitful inference using data and assumptions that partially identify population parameters. This book explains why and shows how. The book presents in a rigorous and thorough manner the main elements of Charles Manski‘s research on partial identification of probability distributions. One focus is prediction with missing outcome or covariate data. Another is decomposition of finite mixtures, with application to the analysis of contaminated sampling and ecological inference. A third major focus is the analysis of treatment response. Whatever the particular subject under study, the presentation follows a common path
出版日期Book 2003
關(guān)鍵詞calculus; econometrics; probability distribution; regression; statistical theory
版次1
doihttps://doi.org/10.1007/b97478
isbn_softcover978-1-4419-1825-3
isbn_ebook978-0-387-21786-4Series ISSN 0172-7397 Series E-ISSN 2197-568X
issn_series 0172-7397
copyrightSpringer Science+Business Media New York 2003
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