The article introduces a new algorithm called RedFreSigni, which combines attribute significance and frequency to reduce the time needed for calculations. By using frequency as a guide for selecting attributes, the algorithm helps users extract useful rules efficiently. This approach is based on attribute core and user preferences, making decision mining more effective.