Analysis & Diagnostics of Categorical Variables with Multiple Outcomes : Odds Ratio Estimation, Modelling Strategies, Deletion Diagnostics and Graphical Diagnostic Methods for Multiple Response Data

Language: English

Published by LAP LAMBERT Academic Publishing, 2010

3838310675 / 9783838310671

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nach der Bestellung gedruckt Neuware - Printed after ordering - Surveys often contain qualitative variables for which respondents may select any number of the outcome categories. For instance, for the question 'What type of contraceptive have you used ' with possible responses (oral, condom, lubricated condom, spermicide, and diaphragm), respondents would be instructed to select as many of the J = 5 outcomes as apply. This situation is known as multiple responses and outcomes are referred to as items. This thesis discusses several approaches to analysing such data. First, for stratified multiple response data, we consider three ways of defining the common odds ratio a summarising measure for the conditional association between a row variable and the multiple response variable, given a stratification variable. We derive several new dually consistent log-odds ratio and (co)variance estimators. Next we focus on deletion diagnostics for multiple response data models, e.g. logistic regression, and compare deletion strategies. Then modelling strategies for repeated multiple response data are investigated. Last, we consider a graphical diagnostic method to detect a mis-specification of a covariate of the proportional odds model.

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Title
Analysis & Diagnostics of Categorical Variables with Multiple Outcomes : Odds Ratio Estimation, Modelling Strategies, Deletion Diagnostics and Graphical Diagnostic Methods for Multiple Response Data
Author
Thomas Suesse
Publisher
LAP LAMBERT Academic Publishing
Publication year
2010
Condition
Neu
Binding
Taschenbuch
Language
English
ISBN 10
3838310675
ISBN 13
9783838310671
Item weight
352 grams
Dimensions
220x150x14 mm

AHA-BUCH GmbH

Einbeck, Germany

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