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  • Installation
  • User Guide
  • API Reference
  • Gallery
  • Changelog
  • GitHub
  • PyPI

Section Navigation

  • Introduction
  • Data Processing
  • Model Wrapping
  • Model Calibration
  • Model Explainability
  • Interpretable Models
    • Generalized Linear Models
    • Decision Tree
    • Gradient Boosted Decision Trees
    • Linear Tree and Gradient Boosted Linear Trees
    • Neural Tree
    • GAMI-Net
    • ReLU Neural Network
    • Mixture of Experts (MoE)
  • Diagnostic Suite
  • Low code
  • Using Modeva
  • Interpretable Models

Interpretable Models#

  • Generalized Linear Models
    • GLM in MoDeVa
    • Global Interpretation
    • Local Interpretation
    • Examples
  • Decision Tree
    • Decision Tree in MoDeVa
    • Global Interpretation
    • Local Interpretation
    • Examples
  • Gradient Boosted Decision Trees
    • Mathematical Formulation
    • GBDT in MoDeVa
    • Interpretability Through Functional ANOVA
    • Global Interpretation
    • Local Interpretation
    • Monotonicity Constraint in GBDT
    • Examples
  • Linear Tree and Gradient Boosted Linear Trees
    • Linear Tree
    • Linear Tree in MoDeVa
    • Gradient Boosted Linear Tree (GBLT)
    • GBLT in MoDeVa
    • Global Interpretation
    • Local Interpretation
    • Examples
  • Neural Tree
    • Model architecture
    • Neural Tree in MoDeVa
    • Functional ANOVA Representation
    • Global Interpretation
    • Local Interpretation
    • Monotonicity Constraints in Neural Tree
    • Examples
  • GAMI-Net
    • GAMI-Net in MoDeVa
    • Functional ANOVA Representation
    • Global Interpretation
    • Local Interpretation
    • Monotonicity Constraints in GAMI-Net
    • Examples
  • ReLU Neural Network
    • Model architecture
    • Local Linear Models (LLM)
    • ReLU DNN in MoDeVa
    • Model Interpretation
    • Local Interpretation
    • Examples
  • Mixture of Experts (MoE)
    • Model Architecture
    • MoE in MoDeVa
    • Interpretation: Functional ANOVA Representation
    • Global Interpretation
    • Local Interpretation
    • Examples

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Local Explainability

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Generalized Linear Models

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