Wireless Communications and Mobile Computing / 2019 / Article / Tab 1

Research Article

Threat Assessment for Android Environment with Connectivity to IoT Devices from the Perspective of Situational Awareness

Table 1

Detection results using k-NN, SVM, and Logistic Regression Algorithms.

Measure-NNCosine -NNCubic -NNWeighted
-NN
Linear
SVM
Quadratic
SVM
Cubic
SVM
Gauss SVMLR

TPR0.8760.9070.8390.9170.9900.9800.9800.8530.990
PPV0.990.980.990.990.990.990.990.990.99
FNR0.1240.0930.1610.0830.0100.0200.0200.1470.010
ACC0.9250.9400.9000.9500.9900.9850.9850.9100.990
F10.9300.9420.9080.9520.9900.9850.9850.9170.990

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