Generalized Linear Models for Bounded and Limited Quantitative Variables
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Author
Publication
2020 - SAGE Publications, Incorporated
Language
English
Word Count
34,000 words, Guess
Page Count
136 pages
Identifiers
- Open LibraryOL28059193M
- ISBN-139781544334530
- OCLC Control Number1126346947
- Library of Congress Control Number2019028200
Classifications
- LCCQA279.S644 2020
Description
"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 at www.sagepub.com/smithsonshou"--
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