Package org.tribuo.classification.explanations.lime

package org.tribuo.classification.explanations.lime

Provides an implementation of LIME (Locally Interpretable Model Explanations).

This implementation supports numerical, text and also mixtures of numerical and text data using the org.tribuo.data.columnar infrastructure.

Related Packages

Package	Description
org.tribuo.classification.explanations	Provides core infrastructure for local model based explanations.

Classes

Class	Description
LIMEBase	LIMEBase merges the lime_base.py and lime_tabular.py implementations, and deals with simple matrices of numerical or categorical data.
LIMEColumnar	Uses the columnar data processing infrastructure to mix text and tabular data.
LIMEExplanation	An Explanation using LIME.
LIMEText	Uses a Tribuo TextFeatureExtractor to explain the prediction for a given piece of text.
LIMETextCLI	A CLI for interacting with LIMEText.
LIMETextCLI.LIMETextCLIOptions	Command line options.