Value of Information Lattice: Exploiting Probabilistic Independence for Effective Feature Subset Acquisition

Mustafa Bilgic, Lise Getoor

We address the cost-sensitive feature acquisition problem, where misclassifying an instance is costly but the expected misclassification cost can be reduced by acquiring the values…