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Using machine learning on mouse dynamics for user authentication/identification purposes.

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ML-on-mouse-movements

user7 is the sessional log of mouse data of a user as in the dataset :

[https://github.com/balabit/Mouse-Dynamics-Challenge/tree/master/training_files/user7]

The following features have been extracted :

feature 1 (avgTime):calculates average time between moves

feature 2 (avgSpeed):calculates a value similar to average speed of user moves

feature 3 (TimeSpent):calculates time duration user spends online

feature 4 (avgMoves):calculates avg number of by mouse movements per second

feature 5 (avgx):avg x coordinate of mouse pointer

feature 6 (avgy):avg y coordinate of mouse pointer

feature 7 (numberOfClicks):number of mouse clicks in the session

feature 8 (drags):number of mouse drags in the session

More features are to be added and the existing features are to be improved.

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