Publications

If you use these work in your research, please cite the relevant publications given along with the links. I would be happy to receive comments, feedback on the code, as well as the underlying methods.

For updated list, refer to Google Scholar, ResearchGate

REFEREED JOURNAL PUBLICATIONS

(New) R. Rastogi and S. Sharma, Fast Laplacian Twin Support Vector Machine with Active Learning for Pattern Classification. Applied Soft Computing 74 (2019): 424-439. doi:10.1016/j.asoc.2018.10.042.
R. Rastogi, S. Sharma, and S. Chandra, "Robust Parametric Twin Support Vector Machine for Pattern Classification," Neural Processing Letters, vol. 47, no. 1, pp. 293-323, May 2017. doi:10.1007/s11063-017-9633-3
R. Khemchandani and S. Sharma, "Robust least squares twin support vector machine for human activity recognition," Applied Soft Computing, vol. 47, pp. 33-46, Oct. 2016. doi:10.1016/j.asoc.2016.05.025

CONFERENCE PUBLICATIONS

(New) Sharma, S., & Rastogi, R. (2018, December). Stochastic Conjugate Gradient Descent Twin Support Vector Machine for Large Scale Pattern Classification. In Australasian Joint Conference on Artificial Intelligence (pp. 590-602). Springer, Cham.
(New) S. Sharma and R. Rastogi, "Maximum Margin Minimum Variance Twin Support Vector Machine for Pattern Classification," Accepted at IEEE-Symposium Series on Computational Intelligence, Held on 18-21 Nov. 2018, India.
(New) S. Sharma and R. Rastogi, "Insensitive Zone based Pinball Loss Twin Support Vector Machine for Pattern Classification," Accepted at IEEE-Symposium Series on Computational Intelligence, Held on 18-21 Nov. 2018, India.
(New) H. Safdari, R. Rastogi and S. Sharma, "Insensitive Zone based Pinball Loss Twin Support Vector Machine for Pattern Classification," Accepted at IEEE- Symposium Series on Computational Intelligence, Held on 18-21 Nov. 2018, India.
R. Khemchandani and S. Sharma, "Robust Parametric Twin Support Vector Machine and Its Application in Human Activity Recognition," Proceedings of International Conference on Computer Vision and Image Processing, pp. 193-203, Dec. 2016. doi:10.1007/978-981-10-2104-6_18
R. Rastogi and S. Sharma, "Tree-Based Structural Twin Support Tensor Clustering with Square Loss Function," Pattern Recognition and Machine Intelligence, pp. 28-34, 2017. doi:10.1007/978-3-319-69900-4_4.

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