PubH 7475/8475/Stat 8933 Example Page
PubH 7475/8475/Stat 8933 Statistical Learning and Data Mining
Spring 2017 Examples
Example 9.1:
use clustering analysis.
plots
.
Example 8.1:
use SVM.
Example 7.1:
use ANN.
Example 6.2:
use boosting,
plots
.
Example 6.1:
use RF,
plots
.
Example 5.2:
use GAM.
Example 5.1:
use CART,
plots
.
Example 4.2:
use NSC,
plots
.
Example 4.1:
use linear regression, logistic regression, LDA, QDA.
plot
.
Example 3.2:
use PCR and PLS,
plots
.
Example 3.1:
use LASSO,
plots
;
Lars
.
Example 2.1b:
use LOOCV with kNN.
plot 1
,
plot 2
.
Example 2.1:
two class classification using linear regression, kNN, Bayes rule and Logistic regression; see Fig 2.4.