Applied Statistics - Week 6
The following chapters (including exercises in the book!) and computer exercises are considered read, understood, and solved by the end of the week.
Lectures:
Multivariate Analysis - part I
Multivariate Analysis - part II
Reading:
Wikipedia: Pattern Recognition
Wikipedia: Linear discriminant analysis (Fisher discriminant)
Computer exercises:
Fisher Discriminant - 2 variable example:
2par_discriminant.py
Fisher Discriminant - Anderson's 4 Iris types:
fisher_discriminant_partsolution.py
      Datafiles:
DataSet_AndersonFisherIris.txt
Neural Network/Boosted Decision tree:
calc_separation_partsolution.py
and
train_discriminant.py
      Datafiles:
iris_data_set.root
,
south_african_heart_disease.root
,
Higgs14TeV.root
and
ZZ14TeV.root
.
Comments:
This is your chance to get knowledgable about multivariate analysis, so try these examples, and get a feel for, what is possible, and where to be careful.
Last updated: 11th of October 2013.