XAI Package

This package provides tools and algorithms for performing XAI analysis on raw process tabular data.The XAI analysis results are feature importance weights, outlining the importance of various process activity attributes in their affect on the corresponding process activities related to chosen performance category (such as activity lead time for example).

Submodules

sax.core.process_xai.xai module

class sax.core.process_xai.xai.XAILibrary(event_log_data)

Bases: object

Class for generating explanations for process behaviors in event logs using various XAI algorithms.

explain_process_behaviors()

Generates explanations for the process behaviors in the event log data.

Returns:

dict: A dictionary representing explanations for the process behaviors, such as feature importance or rule-based explanations.

Raises:

NotImplementedError: If the user attempts to call this method directly, this exception will be raised.

Module contents