For malware detection i want to use PSO with SVM but not able to find what changes should i made in PSO inertia weight which makes it more better for malware accuracy.
Dear Suman,
First the choice of the control parameters values of any evolutionary method is a real challenge for the searcher. So, I think the good way for your problem is to use the adaptive inertia weight mechanism, which existed in the literature. In the attached links some articles about the subject.
http://www.sciencedirect.com/science/article/pii/S1568494614005808
http://ieeexplore.ieee.org/document/5376039/?reload=true
https://hal.inria.fr/hal-01441505
Best regards,
The Inertia weight balances global exploration and local exploitation. Usually linearly decreasing trend of inertia weight from 0.9 to 0.4 during the course of a
run is used to get improved result. However, recently, linearly decreasing trend of inertia weight is found inappropriate. It is proved theoretically by using a available heuristic formula that linearly increasing trend of inertia weight is better choice. Refer the attached link for detail.
http://journals.sagepub.com/doi/abs/10.1177/0954406216640302?journalCode=picb
http://ieeexplore.ieee.org/document/1259789/
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