Abstract: In view of the flaw in the connection rule which exists in the public security system application, the optimized algorithm——Matrix occurring together method and weighting thought were proposed to improves its efficiency. In this algorithm, the search frequent item of collection the goal can be achieved by the structure effective data matrix and the effective cutting out of data matrix. As a result, the Apriori algorithm from low to high cascade search frequent item of collection limitation has been broken a...