Examples of statistical machine learning.
qda_lda2: Using two methods to classify vowel data. 1. Quadratic discriminant analysis; 2 Linear discriminant analysis on a basis constructed by quatratic functions. Python, Scikit-learn, Numpy, and Matlibplot are used.
regression_tree: An example of regression tree. Python, Scikit-learn, and Numpy are used.
spline_bayes: Use various methods to analyze bone mineral density data. 1. Smoothing splines; 2. Bayesian method. Bootstrapping and cross validation techniques are also applied. Matlab is used.