HyCIF: A Hybrid Explainable Causal Intelligence Framework for Discovering Causal Relationships beyond Correlation and Generating Trustworthy, Actionable Intelligence
Analytics pipelines deployed in practice tend to stop at the point of statistical association. A correlation matrix, a regression coefficient, or a feature-importance ranking is handed to a decision-maker as though it licensed intervention, when in fact none of these quantities distinguishes a cause from a proxy, a con...