dailyai.report

The authors prove conjunctive rules form a monoid that maps to the Boolean hypercube {0,1}^n via characteristic‑vector encoding, turning logical AND into bitwise OR. This isomorphism collapses representations into quotient spaces, shrinking the search area and increasing the chance of finding optima. The technique applies to molecular screening and patient subgroup discovery, offering practitioners a way to prune combinatorial explosions.