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Sana Ben Hamida


Sana Ben Hamida is an associate professor at Paris Ouest University and an associate researcher at the computer science laboratory (LAMSADE) of Paris Dauphine University. Her main research interests include Evolutionary Computation, Machine Learning and related applications. In recent years, her interests have focused on problems related to scaling Evolutionary machine learning techniques to massive datasets.


Journal articles3 documents

Conference papers8 documents

  • Hmida Hmida, Sana Ben Hamida, Amel Borgi, Marta Rukoz. A new adaptive sampling approach for Genetic Programming. 2019 Third International Conference on Intelligent Computing in Data Sciences (ICDS), Oct 2019, Marrakech, Morocco. pp.1-8, ⟨10.1109/ICDS47004.2019.8942353⟩. ⟨hal-02457780⟩
  • Hmida Hmida, Sana Ben Hamida, Amel Borgi, Marta Rukoz. Genetic Programming over Spark for Higgs Boson Classification. 22nd International Conference Business Information Systems, Jun 2019, Seville, Spain. pp.300-312, ⟨10.1007/978-3-030-20485-3_23⟩. ⟨hal-02286136⟩
  • Hmida Hmida, Sana Ben Hamida, Amel Borgi, Marta Rukoz. Hierarchical Data Topology Based Selection for Large Scale Learning. UIC/ATC/ScalCom/CBDCom/IoP/SmartWorld (2016 Intl IEEE Conferences), Jul 2016, Toulouse, France. pp.1221-1226, ⟨10.1109/UIC-ATC-ScalCom-CBDCom-IoP-SmartWorld.2016.0186⟩. ⟨hal-01448085⟩
  • Sana Ben Hamida, Marta Rukoz. Tuning Active Sampling Techniques for Evolutionary Learner from Big Data Sets: Review and Discussion. UIC/ATC/ScalCom/CBDCom/IoP/SmartWorld (2016 Intl IEEE Conferences), Jul 2016, Toulouse, France. pp.1206-1213, ⟨10.1109/UIC-ATC-ScalCom-CBDCom-IoP-SmartWorld.2016.0184⟩. ⟨hal-01448255⟩
  • Tristan Cazenave, Sana Ben Hamida. Forecasting Financial Volatility Using Nested Monte Carlo Expression Discovery. 2015 IEEE Symposium Series on Computational Intelligence, Dec 2015, Cape Town, South Africa. pp.726-733, ⟨10.1109/SSCI.2015.110⟩. ⟨hal-02092940⟩
  • Tristan Cazenave, Sana Ben Hamida. Forecasting Financial Volatility Using Nested Monte Carlo Expression Discovery. 2015 IEEE Symposium Series on Computational Intelligence (SSCI), Dec 2015, Cape Town, France. pp.726-733, ⟨10.1109/SSCI.2015.110⟩. ⟨hal-02476560⟩
  • Sana Ben Hamida, A. Petrowski. The need for improving the exploration operators for constrained optimization problems. 2000 Congress on Evolutionary Computation, Jul 2000, La Jolla, United States. pp.1176-1183, ⟨10.1109/CEC.2000.870781⟩. ⟨hal-02490606⟩
  • Sana Ben Hamida, Marc Schoenauer. An Adaptive Algorithm for constrained optimization problems. PPSN 2000, Sep 2000, Paris, France. ⟨inria-00001273⟩

Books2 documents

  • Alain Petrowski, Sana Ben Hamida. Evolutionary Algorithms. John Wiley & Sons, Ltd, 2017. ⟨hal-02091413⟩
  • Alain Petrowski, Sana Ben Hamida. Evolutionary algorithms. ISTE Ltd, John Wiley & sons Volume 9, pp.236, 2017, Computer engineering series, metaheuristics set, Computer engineering series, metaheuristics set, 978-1-84821-804-8. ⟨hal-01677858⟩

Book sections4 documents

  • Alain Petrowski, Sana Ben Hamida. Evolutionary algorithms. Metaheuristics, Springer, pp.115 - 178, 2016, 978-3-319-45401-6. ⟨10.1007/978-3-319-45403-0_6⟩. ⟨hal-01680390⟩
  • Hmida Hmida, Sana Ben Hamida, Amel Borgi, Marta Rukoz. Sampling Methods in Genetic Programming Learners from Large Datasets: A Comparative Study. Advances in Big Data: Proceedings of the 2nd INNS Conference on Big Data, October 23-25, 2016, Thessaloniki, Greece, pp.50-60, 2016, ⟨10.1007/978-3-319-47898-2_6⟩. ⟨hal-01429907⟩
  • Alain Petrowski, Sana Ben Hamida. Les algorithmes évolutionnaires. Métaheuristiques : recuit simulé, recherche avec tabous, recherche à voisinages variables, méthode GRASP, algorithmes évolutionnaires, fourmis artificielles, essaims particulaires et autres méthodes d'optimisation, Eyrolles, pp.115 - 173, 2014, Algorithmes, 978-2-212-13929-7. ⟨hal-01263350⟩
  • Sana Ben Hamida, Fathi Abid, Wafa Abdelmalek. Dynamic Hedging using Generated Genetic Programming Implied Volatility Models. Genetic Programming - New Approaches and Successful Applications, InTech, 2012, ⟨10.5772/48148⟩. ⟨hal-02490809⟩

Other publications1 document

  • Sana Ben Hamida, Rabiaa Djebali, Khaled Ghedira. L'impact du choix des données d'apprentissage dans la génération des IDS par la programmation génétique. 2008. ⟨hal-02490909⟩

Preprints, Working Papers, ...1 document

  • Sana Ben Hamida, Tristan Cazenave. Nested Monte Carlo Expression Discovery vs Genetic Programming for Forecasting Financial Volatility. 2020. ⟨hal-02489115⟩