Statistical Technique
- Linear Methods for REGRESSION 5weeks
,Diagnostic checking of Hypotheses on Linear Regression
,Multiple Regression,Subset selection,
PCA
Shrinkage Methods Ridge Regression
, PCR Lasso Regression
- Linear Methods for Classification,
Introduction, Nearest Neighbor, Linear Regression of an indicator Matrix
,Linear Discriminant Analysis, Quadratic Discriminant Analysis, Bayes Classifier
Logistic Regression
- Introduction, Piecewise Polynomials and Splines, Natural Cubic Splines
Smoothing Splines, Nonparametric Logestic Regression , Wavelet Smoothing ,