Algorithms Reference

• Descriptive Statistics
  • Univariate Statistics
  • Bivariate Statistics
  • Stratified Bivariate Statistics
• Classification
  • Multinomial Logistic Regression
  • Support Vector Machines
    • Binary-Class Support Vector Machines
    • Multi-Class Support Vector Machines
  • Naive Bayes
  • Decision Trees
  • Random Forests
• Clustering
  • K-Means Clustering
• Regression
  • Linear Regression
  • Stepwise Linear Regression
  • Generalized Linear Models
  • Stepwise Generalized Linear Regression
  • Regression Scoring and Prediction
• Matrix Factorization
  • Principal Component Analysis
  • Matrix Completion via Alternating Minimizations
• Survival Analysis
  • Kaplan-Meier Survival Analysis
  • Cox Proportional Hazard Regression Model
• Factorization Machines
  • Factorization Machine
• Bibliography