User-identification-using-SVM-for-Mouse-Clic-data

Term Project Done as curriculum for subject : Machine Intelligence and Expert Systems in Mtech first year.

Problem Statement

Authenticate the user by training and testing your assigned classifier by the data acquired for continuous authentication data. Use five-fold validation to report results.

Solution Classifier

We were supposed to use Support Vector Machine (SVM) Classifier for user identification using ‘MouseLog’ data.

Flowchart 1

Flowchart 2

Attribute Data Scattering

Results

No of features Used for training	Validation Accuracy	Validation F1-Score	Testing Accuracy(authorized)	Testing(unauthorized)	Testing(total)
Six	75.37	0.743	59.25	91.97	75.61
Four	72.66	0.702	58.02	94.44	76.234
Two	81.02	0.809	74.07	83.93	79.92