Dear Ajit Sinam,

I have read the paper below a couple of month ago. Worth reading it at first before searching other studies.

http://papers.nips.cc/paper/4522-practical-bayesian-optimization

Dear Sinam Ajitkumar Singh ,

I published an article which used SVM as a classifier:

https://www.researchgate.net/publication/325679900_Detection_of_Focal_Epileptic_Seizure_Using_NIRS_Signal_Based_on_Discrete_Wavelet_Transform

Also you can find a Matlab codes of AAN-PSO clarifies in my RG account:

Code Feedforward Neural Network Optimized Using Particle Swarm Op...

regards,

Practical bayesian optimization of machine learning algorithms

Distributed optimization and statistical learning via the alternating direction method of multipliers

The interplay of optimization and machine learning research

Article Parameter investigation of support vector machine classifier...

I proposed a new classification technique based on KNN

Article Gene Expression Cancer Classification Using Modified K-Neare...

https://www.researchgate.net/publication/225319097_Optimization_of_SVM_parameters_for_recognition_of_regulatory_DNA_sequences

You can use the following optimization techniques

1 ant colony optimization

2 honey bee optimization

3 swarm particle optimization

4 genetic algorithm

Article Parametric Decomposition of Sample Space for Classification