Linear regression equation. Linear regression graph and the line of best fit. Types of linear regression analysis. Simple linear regression ... Briefly, frequentist statistics relies on repeated ...

If you are a researcher or student with experience in multiple linear regression and want to learn about logistic regression, ... Informal and nontechnical, this book both explains the theory behind ...

Multiple regression and regression diagnostics. Generalised linear models; the exponential family, the linear predictor, link functions, analysis of deviance, parameter estimation, deviance residuals.

Recent research has focused on l1 penalized least squares (Lasso) estimators for high-dimensional linear regressions in which the number of covariates p is considerably larger than the sample size n.