Overview

This book focuses on in-depth treatment of the single-equation econometric models. The most important content is as follows: - Parametric Regression Analysis - Linear Regression - Regression Using Dataset Arrays - Linear Regression with Interaction Effects - Interpret Linear Regression Results - Linear Regression Output and Diagnostic Statistics - Stepwise Regression - Robust Regression - Reduce Outlier Effects - Ridge Regression - Lasso and Elastic Net - Partial Least Squares - Generalized Linear Models - Lasso Regularization of Generalized Linear Models - Nonlinear Regression - Mixed-Effects Models - Time Series Analysis Models (ARIMA, ARMAX, VAR, VARMAX, ARCH, GARCH, GJR, ..

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9781539667056

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