avinabsaha/biometric-authentication-using-mouse-dynamics

Biometric-Authentication-Using-Mouse-Dynamics Mini Project

biometric-authentication-using-mouse-dynamics's Issues

Using the Balabit Mouse Challenge Data Set

I converted the Balabit Mouse Challenge data set to the format described in the pdf but my results look different:

Training accuracy:
78.00841514726508
Test accuracy:
18.294918805657414
Precision:
0.021711680998017603
Recall:
0.7717684021543986
F1 Score:
0.04223518575376114

I chose the Balabit data set because it looks like there is no data set in this github. Is it possible to use any mouse dynamic data so long as it is correctly formatted or do the scripts only work for a specific arrangement of tasks and computers.

Or is it simply a lack of data. I had to modify your script a bit because the Balabit data set only has ten users while you seem to have had 15.

Also, the Balabit only has about 6 or 7 sessions per user, you have a lot more. I don't even know how long the sessions are. The Balabit sessions are a few hours long. I'm sure all this sort of matters I suppose.

Or something else. I don't know because I'm new to machine learning so a lot of this stuff is over my head. But I did study some statistics in college.

Thanks in advance