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Linear Regression : An Introduction to Statistical Models | 1st edition

by Hans-Peter Martin

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Publisher SAGE Publications Ltd
Language English
Book type Paperback
Utgiven 2022-03-29
Edition 1
ISBN 9781526424174
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Description

Part of The SAGE Quantitative Research Kit, this text helps you make the crucial steps towards mastering multivariate analysis of social science data, introducing the fundamental linear and non-linear regression models used in quantitative research. Peter Martin covers both the theory and application of statistical models, and illustrates them with illuminating graphs, discussing:

·       Linear regression, including dummy variablesand predictor transformations for curvilinear relationships

·       Binary, ordinal and multinomial logistic regression models for categorical data

·       Models for count data, including Poisson, negative binomial, and zero-inflated regression

·       Checking model assumptions and the dangers of overfitting

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