Research Article

Obfuscated Tor Traffic Identification Based on Sliding Window

Table 6

Result of the experiment for the parameters of the sliding window. Each item in the table is expressed in the form of precision rate/feature extraction time/model prediction time. We comprehensively consider three indicators (the importance of precision rate, feature extraction time, and model prediction time decrease in order) of each pair .

n = 50n = 100n = 200n = 500

m = 50.9984/1112/120.9991/1348/120.9990/1996/9.20.9991/3691/8.5
m = 100.9989/560/4.90.9993/698/5.00.9992/994/4.10.9993/1843/4.4
m = 150.9987/370/4.00.9991/470/2.90.9992/473.2.90.9993/1257/2.7
m = 200.9988/281/2.30.9990/350/2.00.9991/504/1.90.9992/939/2.0
m = 500.9984/113/0.80.9991/143/0.80.9990/206/0.70.9991/386/0.8