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统计机器学习
Content
Preface
Classical Supervised learning
BAYES DECISION THEORY
Support Vector Machines(SVM)
Linear Discriminant Analysis(LDA)
quadratic discriminant functions (QDA)
KNN models
Naive Bayes models
case study
breast cancer
Iris Data
Using chemical analysis determine the origin of wines
Appendix(code source)
QDA algorithm
KNN algorithm
Naive Bayes models algorithm
LDA监督学习方法
深入研究过LDA算法的包括统计学家Fisher等人,详细算法这里不再给出,请自行查阅文献。