Accumulated Local Effects — Scikit-Explain latest documentation (original) (raw)

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These demonstrations of the accumulated local effects in scikit-explain are generated from tutorial notebooks that are available on GitHub

General Use

• Accumulate Local Effects (ALE) Documentation
• Computing 1D ALE
• Adding Individual Conditional Expectation (ICE) curves
• Computing and Plotting 2D ALE
• Using ALE for interaction effects
• Using ALE to compute overall interaction strength
• Using ALE to compute the main effect complexity
• ALE for Regression Problems

Comparing Methods

• Plotting ALE, PD, and SHAP on the same plot