Linear Regression - An Introduction to Statistical Models (Martin Peter)(Paperback / softback)
EAN: 9781526424174
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
- 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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