docs/site/algorithms-reference.md

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title: Algorithms Reference
---
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- [Descriptive Statistics](algorithms-descriptive-statistics.html)
  - [Univariate Statistics](algorithms-descriptive-statistics.html#univariate-statistics)
  - [Bivariate Statistics](algorithms-descriptive-statistics.html#bivariate-statistics)
  - [Stratified Bivariate Statistics](algorithms-descriptive-statistics.html#stratified-bivariate-statistics)
  
- [Classification](algorithms-classification.html)
  - [Multinomial Logistic Regression](algorithms-classification.html#multinomial-logistic-regression)
  - [Support Vector Machines](algorithms-classification.html#support-vector-machines)
    - [Binary-Class Support Vector Machines](algorithms-classification.html#binary-class-support-vector-machines)
    - [Multi-Class Support Vector Machines](algorithms-classification.html#multi-class-support-vector-machines)
  - [Naive Bayes](algorithms-classification.html#naive-bayes)
  - [Decision Trees](algorithms-classification.html#decision-trees)
  - [Random Forests](algorithms-classification.html#random-forests)
  
- [Clustering](algorithms-clustering.html)
  - [K-Means Clustering](algorithms-clustering.html#k-means-clustering)

- [Regression](algorithms-regression.html)
  - [Linear Regression](algorithms-regression.html#linear-regression)
  - [Stepwise Linear Regression](algorithms-regression.html#stepwise-linear-regression)
  - [Generalized Linear Models](algorithms-regression.html#generalized-linear-models)
  - [Stepwise Generalized Linear Regression](algorithms-regression.html#stepwise-generalized-linear-regression)
  - [Regression Scoring and Prediction](algorithms-regression.html#regression-scoring-and-prediction)
  
- [Matrix Factorization](algorithms-matrix-factorization.html)
  - [Principal Component Analysis](algorithms-matrix-factorization.html#principal-component-analysis)
  - [Matrix Completion via Alternating Minimizations](algorithms-matrix-factorization.html#matrix-completion-via-alternating-minimizations)

- [Survival Analysis](algorithms-survival-analysis.html)
  - [Kaplan-Meier Survival Analysis](algorithms-survival-analysis.html#kaplan-meier-survival-analysis)
  - [Cox Proportional Hazard Regression Model](algorithms-survival-analysis.html#cox-proportional-hazard-regression-model)

- [Factorization Machines](algorithms-factorization-machines.html)
  - [Factorization Machine](algorithms-factorization-machines.html#core-model)
  
- [Bibliography](algorithms-bibliography.html)