Chain Split Data mining algorithm is an alternate to APRIORI Association Rule Mining technique. Chain split integrates the chain split by G. Hansel and algebra of chain calculations by G. Tonoyan. This technique is applied in intrusion detection and security policy enhancement system SPARTA.