College of Computer Science and Information Technology / University of Kerbala has discussed the M.A thesis which is entitled recommendation system based on opinion mining using machine learning techniques. The study, presented by Amna Nahed Abdel Amir, aims at alleviating user of cold-start problem, reduce sparsity problem, and enhancing performance of the proposed model.

The study finds out that integrating recommendation systems and sentiment analysis techniques has a significant impact on improving performance of recommendation system and increasing accuracy. The study recommends the necessity of using text data or text reviews and benefiting from them in recommendation process.