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layout: site title: 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