Equbits Foresight products combine automated accuracy combined with interpretability features. With additional patent pending features, Equbits Foresight provides the following benefits:
- Accurately Predict: With Foresight, quickly and easily make accurate predictions on even the most challenging data sets
- Interpret Your Results: Discover hidden trends and behaviors as well as discover key indicators for each predicted result
- Automated and Easy-to-Use: Generate accurate results with powerful wizard driven GUI with a few clicks
- Advanced Graphical Reporting: Visualize results quickly and accurately
Enterprise Integration: Export models and integrate results into other applications.
Equbits Foresight provides the following technical features that enable users to generate accurate interpretable models:
- Automated, Optimized Classification and Regression Modeling- Users can optimize and generate models based on a number of criteria including false positives, false negatives, RMS, or correlation coefficient with the click of button. Users can select the optimization criteria and the best model is generated automatically.
- Dominant Feature Identification and Ranking- Users can identify the dominant features and their contribution to classification or regression models.
Classification Ranking- Equbits Foresight provides users with ranked prediction results based on how likely they belong to a specific class. Classification results are provided with a normalized ranking for each prediction made.
- Automated Feature Selection/Reduction- Equbits Foresight provides an ability to automatically reduce the number of features to provide further model optimization.
- Cross Correlation Identification- Equbits Foresight provides an ability to identify non-linear feature relationships, and to identify correlated features impacting a given model or classification decision.
Model and Prediction Result Interpretability- With Equbits Foresight™, users can identify the features responsible for a classification decision. Users can determine the features responsible for each prediction.
- Consensus Modeling- Equbits Foresight™ provides users with the ability to “combine” models generated by Equbits Foresight™ with other machine learning methods. Equbits Foresight models can be merged with orthogonal approaches (CART, ANN, and Naïve Bayes) to provide additional model breath.
To request an evaluation copy,click here
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"The Equbits Foresight product incorporates state of the art non-linear models in an automated, easy to use software application. Users of Equbits Foresight can generate accurate models quickly without the need for software developers."
- Trevor Hastie, Stanford University
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Case Studies
