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nurhasanhilmi / GOA-SVM-for-GPT-Classification

An application for Classification of Guitar Playing Techniques (GPT) using the Grasshopper Optimization Algorithm (GOA) and Support Vector Machines (SVM).
MIT License
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hello #1

Open Adapter525 opened 3 years ago

Adapter525 commented 3 years ago

can you help me ? could you tell me what paper is the code based on? thank you very much.

nurhasanhilmi commented 3 years ago

For SVM implementation, I tried to reconstruct based on R.-E. Fan, P.-H. Chen, and C.-J. Lin. Working set selection using second order information for SVM training. Journal of Machine Learning Research 6, 1889-1918, 2005. But in the end, I used scikit-learn SVC for computational time reason.

For GOA, based on Saremi, S., Mirjalili, S. and Lewis, A., 2017. Grasshopper Optimization Algorithm: Theory and application. Advances in Engineering Software, 105, p.30–47. By modifying the implementation of The state-of-the-art MEta-heuristics ALgorithms in PYthon (MEALPY).

Adapter525 commented 3 years ago

thank you very much. have a good day.