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in recent years, with the rapid development and popularization of Internet technology, a large number of social networking platform rapid rise. Closing the daily interpersonal social networking platform, provides the convenient information communication channel. At the same time, in view of the social networking platform for data mining technology research has become an indispensable part of network data field. Existing social network data mining techniques adopted by the traditional data mining algorithm and data separation model, there are multiple characteristics under the condition of big data, data mining classification logic chaos phenomenon such as lower accuracy and mining. Roots in view of the problem, based on naive bayes algorithm of social network data mining research. Based on naive bayes algorithm design PCIE - FN social network platform to provide solution to comprehensive data mining. Experiments show that the proposed social networks based on naive bayes algorithm data mining technology research, all data for social network data mining application requirements.