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Generalized Linear Models for Bounded and Limited Quantitative Variables (Paperback)
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Generalized Linear Models for Bounded and Limited Quantitative Variables (Paperback)
Series: Quantitative Applications in the Social Sciences
Expected to ship within 9 - 15 working days
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This book introduces researchers and students to the concepts and
generalized linear models for analyzing quantitative random
variables that have one or more bounds. Examples of bounded
variables include the percentage of a population eligible to vote
(bounded from 0 to 100), or reaction time in milliseconds (bounded
below by 0). The human sciences deal in many variables that are
bounded. Ignoring bounds can result in misestimation and improper
statistical inference. Michael Smithson and Yiyun Shou's book
brings together material on the analysis of limited and bounded
variables that is scattered across the literature in several
disciplines, and presents it in a style that is both more
accessible and up-to-date. The authors provide worked examples in
each chapter using real datasets from a variety of disciplines. The
software used for the examples include R, SAS, and Stata. The data,
software code, and detailed explanations of the example models are
available on an accompanying website.
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