This document proposes a new protocol for securely mining association rules from horizontally distributed databases. It summarizes an existing protocol from Kantarcioglu and Clifton, which leaks excess information. The proposed protocol uses novel secure multi-party algorithms to compute unions and test set inclusions privately. It offers enhanced privacy and is more efficient than the existing protocol in terms of communication rounds, cost, and computation.