Tutorials

Introduction to robust statistics

Introduction
Technical introduction to robust statistics in regression
Technical introduction to robust statistics in multivariate analysis
Introduction to the forward search phylosophy of data analysis

Dynamic Statistical Visualization

Introduction to dynamic visualization
Dynamic visualization in the context of the forward search
Dynamic visualization in the index plot of residuals
Dynamic visualization in the monitoring residuals plot
Dynamic visualization in the minimum deletion residuals plot
Dynamic visualization in the fan plot
Dynamic visualization in the yXplot
Dynamic visualization in the candlestick plot

Robust regression analysis

Introduction to robust estimators in linear regression
Robust linear regression using LMS and LTS estimators
Robust linear regression using S and MM estimators
Robust forward linear regression with exploratory purposes
Robust forward linear regression with automatic outlier detection procedure
 

Tranformations

Introduction to robust transformations in linear regression
Score test for transformation
Forward score test

Model selection

Introduction to variable selection
Variable selection using forward added-t-test
Robust model selection using Cp

Robust multivariate analysis

Bivariate analyses using robust bivariate contours
MCD and MVE estimators
S and MM estimators
Robust forward multivariate analysis with exploratory purposes
Robust forward multivariate analysis with automatic outlier detection procedure

Multivariate transformations

Introduction to transformations in multivariate analysis
Maximum likelihood estimates of trasnformation parameters and Likelihood ratio test
Multivariate fan plot

Robust clustering

Introduction to tclust
Random starts approach