Comment on "Robustness and Regularization of Support Vector Machines" by H. Xu Et Al. (Journal of Machine Learning Research, Vol. 10, Pp. 1485-1510, 2009)
Abstract
This paper comments on the published work dealing with robustness and regularization of support vector machines (Journal of Machine Learning Research, Vol. 10, pp. 1485-1510, 2009) by H. Xu et al. They proposed a theorem to show that it is possible to relate robustness in the feature space and robustness in the sample space directly. In this paper, we propose a counter example that rejects their theorem.
Cite
Text
Forghani and Sadoghi. "Comment on "Robustness and Regularization of Support Vector Machines" by H. Xu Et Al. (Journal of Machine Learning Research, Vol. 10, Pp. 1485-1510, 2009)." Journal of Machine Learning Research, 2013.Markdown
[Forghani and Sadoghi. "Comment on "Robustness and Regularization of Support Vector Machines" by H. Xu Et Al. (Journal of Machine Learning Research, Vol. 10, Pp. 1485-1510, 2009)." Journal of Machine Learning Research, 2013.](https://mlanthology.org/jmlr/2013/forghani2013jmlr-comment/)BibTeX
@article{forghani2013jmlr-comment,
title = {{Comment on "Robustness and Regularization of Support Vector Machines" by H. Xu Et Al. (Journal of Machine Learning Research, Vol. 10, Pp. 1485-1510, 2009)}},
author = {Forghani, Yahya and Sadoghi, Hadi},
journal = {Journal of Machine Learning Research},
year = {2013},
pages = {3493-3494},
volume = {14},
url = {https://mlanthology.org/jmlr/2013/forghani2013jmlr-comment/}
}