The researchers developed two improved Apriori algorithms based on matrices to enhance association rule mining efficiency. By utilizing matrices, the algorithms reduce database scans and computing costs, leading to more effective algorithm performance. The application example and analysis demonstrate that these improved algorithms are efficient and outperform the traditional Apriori algorithm.