Generalized Linear Models for Bounded and Limited Quantitative Variables

£28.99

Generalized Linear Models for Bounded and Limited Quantitative Variables

Social research and statistics

Authors: Michael Smithson, Yiyun Shou

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Language: English

Published by: SAGE Publications, Inc

Published on: 9th September 2019

Format: LCP-protected ePub

Size: 11 Mb

ISBN: 9781544334523


Introduction

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.

About the Book

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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