UNIVERSIT ´ E PIERRE ET MARIE CURIE INSTITUTE MINES-TELECOM/ T ´ EL ´ ECOM SUDPARIS Discipline: R´ eseaux et Services de T´ el´ communication Doctoral School: EDITE de Paris Presented by Seif Eddine Hammami Subject: Dynamic Network Resources Optimization based on Machine Learning and Cellular Data Mining Doctoral Committee: Prof. Hacene Fouchal Reviewer URCA (France) Dr. Mathieu Bouet Reviewer Thales (France) Prof. Houda Labiod Examiner Telecom ParisTech Dr. Yvon Gourhant Examiner Orange Labs Dr. Hassine Moungla Examiner University of Paris Descartes Prof. Housam Afifi Supervisor Telecom SudParis September 20 th , 2018 Thesis n° 2018TELE 0015