The framework maps conjunctive rules to a Boolean hypercube via characteristic‑vector encoding, turning logical AND into bitwise OR. By collapsing redundant representations into quotient spaces, it shrinks search spaces for rule‑combination tasks like patient subgroup discovery and molecular screening. The method improves chances of finding global optima. Practitioners can apply the algebraic reduction to accelerate combinatorial searches.