The present invention relates to security incident anomalous event detection system using the trend analytic technique of a support vector based on time series and a method thereof. The present invention provides the security incident anomalous event detection system using the trend analytic technique of the support vector based on the time series which includes a central management unit (100) which comprises a vector, a study information generation unit (200) which generates study data according to the control of the central management unit (100), a security incident region setting unit (300) which sets the region of the security incident according to the control of the central management unit (100), an operation information generation unit (400) which generates operation data according to the control of the central management unit (100), and a security incident event detection unit (500).;COPYRIGHT KIPO 2016
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