JMP data visualization illustration - bubble plot

Predictive Modeling and Machine Learning

Remove the guesswork. Don't leave the future to chance. 

  • Build better and more useful models with modern predictive modeling techniques, such as regression, neural networks, and decision trees.
  • Automatically fit multiple predictive models and determine the best-performing model with model screening.
  • Avoid overfitting using cross-validation and K-fold cross-validation.
  • Use machine learning methods without having to write code and tune algorithms.

Predictive Modeling With JMP: Highlighted Features

Regression

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

Decision Trees

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

Other Predictive Models 

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

Validation (Crossvalidation)

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

Model Selection

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

Model Deployment

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

Text Mining (Text Analysis)

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

With JMP, we can find the most effective way to slice up the data or show the results of a machine model without spending a lot of time making the program do something it wasn’t explicitly designed to do.

Greg Mattiussi
Senior Director of Manufacturing, Siemens Healthineers

The best discoveries start with JMP

JMP data visualization illustration - bubble plot

JMP® Analytic Capabilities

See everything that JMP® can do for you and your organization, from data access and cleaning, to exploration and visualization, all the way through sharing and communicating your results.

JMP Analytic Capabilities

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