The article on study is titled "One-Class SVMs for Document Classification". It was written and published on 2001 in the journal of Machine Learning Research 2, a scientific journal that was founded on 2000, specialized in machine learning. The authors are Larry M.Manevitz and Malik Yousef. Manevitz is an Associate Professor at the university of Haifa, Israel, specialized in Artificial Intelligence, Artificial Neural Network, Logic and Foundations of Mathematics, while Yousef is a PhD student in Machine Learning and Bioinformatics.
During this report, we will present the article from different views. First we will expose the general context and the existed solutions of the issue on study. After that, we will concentrate on the article's contributions. In order to prove their new methodology, the authors have done many experiments on existing famous data sets. We will be presenting the different results of these experiments later on the report. By the end, we will conclude by reminding the work done.