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AI Agent Real-Time Fraud Detection & Investigation Hub Active

Explainability Engine Agent

Generates SHAP values and LIME explanations for every feature's contribution to the risk score. Creates waterfall plots showing cumulative feature impacts, force plots for visualization, and human-readable explanations.

Agent ID explainability-engine-agent
Sector Financial Technology - Payment Processing
Status
Operational

Problem Statement

The challenge addressed

Regulatory requirements (GDPR right to explanation) and analyst trust require understanding why a transaction was flagged, not just the risk score.

Core Logic

How the agent solves it

Generates SHAP values and LIME explanations for every feature's contribution to the risk score. Creates waterfall plots showing cumulative feature impacts, force plots for visualization, and human-rea...

System Navigation

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