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Recently introduced modified function projective synchronization (MFPS) in which chaotic systems synchronize up to a scaling function matrix has important applications in secure communications.
13388_2011_1_MOESM1_ESM.PDF Additional file 1: Relations among MFPs in training and test-sets: accuracy, TPR and FPR for the MFP levels in the two sets in a 3-dimensional presentation.
Despite the very large charge-exchange mfps in both the supersonic solar wind and the boundary regions, the structure of the global heliosphere is determined in large part by the non-equilibrated coupling of neutral interstellar H to supersonic and subsonic solar wind plasma (Zank 1999; 2015; Zank et al. 2009; McComas et al. 2011).
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Figure 8 The mean accuracy, FPR, TPR and G-Mean for 10% MFP in the test-set, for each MFP in the training set.
Detailed description of the accuracy, TPR and FPR with a 50% MFP in the training set and 10% MFP in the testing set for all classifiers.
(PDF 2 MB) 13388_2011_1_MOESM2_ESM.PDF Additional file 2: Chronological evaluation: accuracy, TPR and FPR with a 50% MFP in the training set and 10% MFP in the testing set for all classifiers.
Karhunen-Loève expansion method was applied to estimate eigenvector by Seong and Byun to build robust MFP in [6].
What is the best Malicious File Percentage (MFP) in the training set for varying MFP in the test set? 6.
Figure 8 presents the mean accuracy, FPR, TPR and G-Mean for a 2-fold cross validation experiment for each MFP in the training set and with a fixed level of 10% MFP in the test-set.
For the RF and BDT, the highest performance level was in 10%and15%5% of MFP in the training set, which is more similar to the MFP in the test-set.
We created five levels of Malicious Files Percentage (MFP) in the training set (5, 10, 15, 30, and 50%).
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