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

  • DirectRS

    • Model Architecture

    • DirectRS in MoDeVa

    • Global Interpretation

    • Local Interpretation

    • Main/Interaction Decomposition

    • FANOVA Comparison

    • Examples

  • ICL-MoE

    • Model Architecture

    • ICL-MoE in MoDeVa

    • Global Interpretation

    • Local Interpretation

    • Neighbour Analysis

    • FANOVA Comparison

    • Examples

  • GBDT Leaf Kernel

    • Prediction Heads

    • GBDT Leaf Kernel in MoDeVa

    • Local Evidence (TKLE)

    • Global Importance and Weakness

    • In-Context Prediction

    • Examples

  • FuseKernel

    • Model Architecture

    • FuseKernel in MoDeVa

    • Inherent Interpretation (FANOVA)

    • Inherent Predictive Uncertainty

    • Diagnose and Repair

    • Examples