Correntropy and correlation coefficient entropy are combined in AM-correntropy. AM-correntropy and local mean decomposition are combined in the fault feature. PFC and LSSVM are combined in intelligent fault recognition of rolling bearing. The superiority of PFC in cross-mixed bearing rotating situations are embodied.