Real-Time Malware Process Detection and Automated Process Killing

Table 10

Summary of process killing models, validation, and test set score metrics [Table 3 of 3].

	Val			Test
SVMModel_pro mean process tree	67.25	9.24	96.64	57.55	13.34	93.33
SVMModel_pro process tree min alerts: 1	66.47	5.88	96.64	56.21	7.28	93.88
SVMModel_pro process tree min alerts: 2	66.47	5.88	96.64	56.21	7.28	93.88
SVMModel_pro process tree min alerts: 3	66.47	5.88	96.64	56.21	7.28	93.88
SVMModel_pro process tree min alerts: 4	66.47	5.88	96.64	56.21	7.28	93.88
SVMModel_pro rolling mean window: 2	66.87	15.97	92.44	58.60	22.02	90.30
SVMModel_pro rolling mean window: 3	67.30	24.37	89.08	58.82	24.42	89.27
SVMModel_pro rolling mean window: 4	67.99	31.93	86.55	57.98	28.97	84.66
SVMModel_pro sum alerts min: 2	67.96	28.57	88.24	59.52	27.61	88.73
SVMModel_pro sum alerts min: 3	68.90	35.29	86.55	59.06	33.35	84.12
SVMModel_pro sum alerts min: 4	68.75	41.18	83.19	56.68	38.87	76.10
SVMModel_pro_tree	65.73	9.09	98.32	61.79	9.88	93.19
Dqn	51.71	72.27	44.54	27.74	55.50	26.94
random_search_glo_pro_RNN	87.69	77.31	95.80	71.83	59.63	90.24
random_search_glo_pro_RNN mean process tree	88.03	78.15	95.80	72.50	61.67	89.81
random_search_glo_pro_RNN_Regression	85.71	72.27	95.80	72.44	61.78	89.59
random_search_pro_RNN	91.20	85.71	95.80	72.63	59.63	91.82
random_search_pro_RNN mean process tree	91.20	85.71	95.80	73.03	60.92	91.49
random_search_pro_RNN_Regression	88.37	78.99	95.80	72.71	60.70	91.06
random_search_pro_RNN_tree	88.19	80.67	94.12	73.72	65.79	88.56