A method and device for identifying an abnormal application are provided. The method includes executing abnormal applications, obtaining dynamic behavior information of the abnormal applications, inputting the dynamic behavior information of the abnormal applications into a preset detection network, obtaining a behavior rule of the dynamic behavior information via the detection network, and identifying a detected application according to the behavior rule to determine whether the detected application is an abnormal application.