In order to solve the problem of privacy disclosure when publishing high-dimensional data and protect frequent itemsets in association rules, a method based on rules (PDP Growth) is proposed. This method, distributed framework, utilizes rough set theory improve mining rules. It optimizes analysis while reducing dimensionality data, eliminating more redundant attributes, obtaining concise itemse...