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SHAP analysis

Scope: methodological
Papers: 1 | Mentions: 1

Local Knowledge Graph (37 entities)

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Knowledge graph centered on SHAP analysis with 37 nodes and 121 connections. Top connected: leaf water content, spectral reflectance, surface albedo, forecast skill, correlation coefficient.

Definition

Interpretability method that quantifies the contribution of each feature to machine learning model predictions using game theory

Related Terms (1)

SHapley Additive exPlanations

Publications (1)

article

Interpretable ensemble learning unveils main aerosol optical properties in predicting cloud condensation nuclei number concentration

2025NPJ Climate and Atmospheric Scienceframework

Related Concepts (10)

aerosol-cloud interactions

process3 shared papers

particle size distribution

measurement2 shared papers

cloud optical thickness

measurement2 shared papers

atmospheric boundary layer

phenomenon2 shared papers

spectral reflectance

measurement1 shared paper

forecast skill

metric1 shared paper

surface albedo

measurement1 shared paper

hygroscopicity parameter

measurement1 shared paper

ensemble learning

framework1 shared paper

multicollinearity

methodological1 shared paper