4 projects
araxai
ARAxai is a tool to find key influencers. It can be used to explain relationships in data or as a XAI method. It is based on association rule analysis (therefore ARA). Key influencers of the target variable are extracted.
key-drivers-mcp
MCP server for key driver and feature importance analysis based on rule mining
pandas-cat
Profile pandas DataFrames and generate self-contained HTML reports with categorical and continuous column analysis.
cleverminer
Beyond apriori. CleverMiner is the package for enhanced association rule mining (eARM). Comparing to standard association rules, it is very enhanced, because the package implements the GUHA procedures that generalizes apriori and association rules in many ways. Rules are based on categorical data that can be easily visualized and interpreted. Their if-then with probability allows easy deployment by human realized processes. Interpretable & explainable knowledge mining.
