Regression

  • Multiple linear regression
  • Logistic regression
  • Generalized regression
  • Quantile regression
  • Penalized regression
  • Regularized regression
  • LASSO
  • Elastic net
  • Ridge

Decision trees

  • Bootstrap forest
  • Boosted tree
  • Random forest
  • Gradient boosting
  • Partition
  • Recursive partitioning

Other predictive models

  • k-NN
  • Naïve Bayes
  • SVM
  • Discriminant
  • Multiple linear regression
  • Logistic regression
  • Generalized regression
  • Quantile regression
  • Penalized regression
  • Regularized regression
  • LASSO
  • Elastic net
  • Ridge
  • Bootstrap forest
  • Boosted tree
  • Random forest
  • Gradient boosting
  • Partition
  • Recursive partitioning

Validation (cross validation)

  • K-fold validation
  • Data partitioning
  • Holdout
  • Holdback

Model selection

  • Model screening
  • Model comparison
  • Confusion matrix
  • Model averaging
  • Ensemble
  • Profit matrix

Model deployment

  • Scoring
  • Scoring code
  • Model management
  • Formula Depot
  • Prediction formula

Text mining (text analysis)

  • Latent class analysis
  • Latent semantic analysis
  • Sentiment analysis
  • Term selection
  • Text regression