Revues
- "Activity recognition on smartphones using an AKNN based support vectors". Abidine, M.B., Oussalah, M., Fergani, B. and Lounis, H. In Sensor Review, Vol. 42 No. 4, pp. 384-401, 2022.
- "Case-base maintenance: an approach based on active semi-supervised learning". Chebli, A., Djebbar, A., Merouani, H. F., and Lounis, H. In International Journal of Pattern Recognition and Artificial Intelligence, 35(11), 2021.
- "KDA-Based WKNN-SVM Method for Activity Recognition System from Smartphone Data". I. Menhour, M. B. Abidine, B. Fergani, and H. Lounis. In International Journal of Software Innovation (IJSI)9(4), 2021.
- "Automatic Schema Matching as a
Complex Adaptive System: a new Approach based on Agent-based Modeling and
Simulation". H. Assoudi and H. Lounis. In the International Journal on Advances in
Software, volume 12, numbers 1 and 2: 91-102, ISSN: 1942-2628, 2019.
- ""Representing and Publishing Cyber Forensic
Data and its Provenance Metadata: From Open to Closed Consumption".
Gayed T, Lounis H, Bari M. International Journal on Advances in
Intelligent Systems. vol
7(no 3&4): 662-688, 2014.
- "Towards an
Integrated Email Forensics Analysis Framework". R. Hadjidj, M. Debbabi, H. Lounis, F. Iqbal, A. Szporer,
D. Benredjem. In
the Digital Investigation Journal, Volume 5, Issues 3-4, March 2009,
Pages 124-137, 2009, Elsevier Science Publishers.
- "Vers une approche d'analyse de l'impact
du changement dans un système à objets". M.K. Abdi, H. Lounis, H.
Sahraoui et M. K. Rahmouni. Dans “L’objet”, volume 13, numéro 1,
2007: 147-169.
- “The Optimal
Class Size for Object-Oriented Software”. Khaled El Emam,
Saida Benlarbi,
Nishith Goel, Walcelio Melo, Hakim Lounis
& Shesh N. Rai. In IEEE Transactions on Software
Engineering, May 2002 (Vol. 28, No. 5) : 494-509.
- “Building Quality
Estimation models with Fuzzy Threshold Values”. H.A. Sahraoui, M. Boukadoum, H. Lounis.
Dans “L’objet”, volume 7, numéro 4, 2001.
- “Replicated Case
Studies for Investigating Quality Factors in Object-Oriented Designs”.
L.C. Briand, J. Wust, H. Lounis. Dans Empirical Software Engineering, an International
Journal, 6 (1):11-58, March 2001, Kluwer Academic Publishers.
- “Object-relational
database metrics”.
Mario Piattini, Coral
Calero, Houari Sahraoui et Hakim Lounis. Dans
“L’objet”, volume 7, numéro 4, 2001.
- "An
Investigation on the Use of Machine Learned Models for Estimating
Software Correctability". M.A. De Almeida,
H. Lounis & W. Melo. In the International
Journal of Software Engineering and Knowledge Engineering, special issue
on Knowledge Discovery from Empirical Software Engineering Data, October
1999.
- "A Concept
Formation Based Approach to Object Identification in Procedural
Code". H.A. Sahraoui, H. Lounis, W. Melo & H. Mili. In Automated Software Engineering
Journal, 6(4) : 387-410, October 1999.
- "Vers un modèle de prédiction de la
qualité du logiciel pour les systèmes à objets". H. Lounis, H. A.
Sahraoui & W. Melo. L’objet - logiciel, bases de données, réseaux,
volume 4, numéro 4, décembre 1998.
- "Knowledge-Based
Systems Verification: A Machine-Learning-Based Approach". H. Lounis.
In Expert Systems with Applications, Volume 8, number 3, p. 381-389,
1995.
Conférences
- "Towards a Multi-Dataset for Complex Emotions
Learning based on Deep Neural Networks".
B Belainine, F Sadat, M Boukadoum, H Lounis. The Second Workshop on Linguistic and Neurocognitive Resources, LREC, Marseille, France (50-58), 2020.
- "Implementing Systemic Thinking for Automatic Schema Matching: An
Agent-Based Modeling Approach".
H. Assoudi
and H. Lounis. COGNITIVE 2018, The Tenth International Conference on Advanced Cognitive Technologies and
Applications, Best Paper Award, Barcelona, Spain, Feb 2018.
- "Semi-supervised learning and social media
text analysis towards multi-labeling categorization".
B. Belainine,
A. Fonseca, F. Sadat, H. Lounis. 2017 IEEE International Conference on Big Data, 1907-1916, Boston, USA, December 2017.
- "Reflex-SMAS,
a Complex Adaptive System: An Empirical Evaluation". Assoudi H,
Lounis H. Proceedings Lecture Notes in Business Information Processing
289, 2017, ISBN 978-3-319-59040-0, 300-318 - 7th International
Conference, MCETECH, Ottawa, ON, Canada, May 17-19, 2017.
- "Creating
Proprietary Terms Using Lightweight Ontology: A Case Study on Acquisition
Phase in a Cyber Forensic Process". Gayed T, Lounis H, Bari M.
Proceedings of SEKE'2014. The 26th International Conference on Software
Engineering and Knowledge Engineering,Canada,
Vancouver, July 1 - July 3, 2014.
- "A
Multi-Agent-Based Approach for Autonomic Data Exchange Processes".
Assoudi H, Lounis H. Proceedings of SEKE'2014. The 26th International
Conference on Software Engineering and Knowledge Engineering, Canada,
Vancouver, July 1 - July 3, 2014.
- "Representing
Chains of Custody Along a Forensic Process: A
Case Study on Kruse Model". Gayed T, Lounis H, Bari M,
Proceedings of SEKE'2013. The 25th International Conference on Software
Engineering and Knowledge
Engineering, United States, Massachusetts, Boston, 2013-06-27. - "Cyber
Forensics: Representing and Managing Tangible Chain of Custody Using the
Linked Data Principles." Gayed T, Lounis H, Bari M, Nicolas R.
Proceedings of COGNITIVE'2013. The Fifth International Conference on
Advanced Cognitive Technologies and Applications, COGNITIVE 2013., Spain, Valencia, 2013-05-27.
- "Computer
Forensics: Toward the Construction of Electronic Chain of Custody on the
Semantic Web". Gayed T, Lounis H, Bari M. Proceedings of
SEKE'2012. 24th International Conference on Software Engineering and
Knowledge Engineering, United States, California, San Francisco, 2012-07-01.
- "Machine-Learning
Models for Software Quality: a Compromise Between
Performance and Intelligibility". H. Lounis, T. Gayed & M.
Boukadoum. In proc. of the 23rd IEEE International Conference on Tools
with Artificial Intelligence, Boca Raton, USA, November 7-9, 2011.
- "Self-Healing
Data Exchange Process Under Evolving Schemas: a New Mapping Adaptation
Approach based on Self-Optimization ". H. Assoudi & H. Lounis.
In proc. of the 13th IEEE International High Assurance Systems
Engineering Symposium, Boca Raton, USA, November 10-11, 2011.
- "Using
Efficient Machine-Learning Models to Assess Two Important Quality
Factors: Maintainability and Reusability". H. Lounis, T. Gayed &
M. Boukadoum. In proc. of the 6th International Conference on Software
Process and Product Measurement (Mensura),
Nara, Japan, November 3-4, 2011.
- "Predicting
Change Impact in Object-Oriented Applications with Bayesian
Networks". Abdi Mustapha Kamel, Lounis Hakim, Sahraoui
Houari. In proc. of the 33rd IEEE International
Computers, Software and Applications Conference (COMPSAC'09), Seattle,
USA, July, 2009.
- “Predicting
Maintainability expressed as Change Impact: a Machine-Learning-Based
Approach”. H. Lounis, M.K. Abdi, and H. Sahraoui.
In proc. of the 21st Intl
Conference on Software Engineering and Knowledge Engineering (SEKE'09),
Boston, USA, July, 2009.
- “Delegation
approach for Distributed View-Based Systems”. H. Mcheick,
H. Mili H. Lounis, and R Mcheick. In
proc. of the IADIS Intl Conference 2007 (IADIS’07), Vila Real, Portugal,
Oct. 5-8, 2007.
- “Predicting
Quality Attributes via Machine-Learning Algorithms”. H. Lounis, M.K.
Abdi, and H. Yazid. In proc. of the Intl Conf. on Soft. Process and
Product Measurement, Mensura’06, Cádiz, Spain, Nov, 2006.
- “Analyzing Change
Impact in Object-Oriented Systems”. M.K Abdi, H. Lounis, and H. Sahraoui. In proceedings of the 32nd
EUROMICRO Software Engineering and Advanced Applications Conference, Cavtat/Dubrovnik (Croatia), August 29-September 1,
2006.
- "Exploring
an Open Source Data Mining Environment for Software Product Quality
Decision Making". H. Yazid and H. Lounis.
To appear in proceedings of the Joint Conference on Knowledge-Based
Software Engineering 2006 (JCKBSE'06), Tallinn, Estonia, August 28-31,
2006.
- "Reengineering
a Rule-Based System towards a Planning System". K. Boukerche and H.
Lounis. To appear in proceedings of the 18th International Conference on
Software Engineering and Knowledge Engineering (SEKE'2006),
San-Fransisco Bay, USA, July 5-7 2006.
- "Using
Coupling Metrics for Change Impact Analysis in Object-Oriented
Systems". M.K. Abdi, H. Lounis and H. Sahraoui.
To appear in proceedings of the 10th ECOOP Workshop on Quantitative Approaches in Object-Oriented
Software Engineering, Nantes, France, July 3-7
2006.
- “A Hierarchical
Task Network Planning Approch for Optimizing
Energy Production”. K. Boukerche and H. Lounis. In proceedings of the 2nd IEEE International Conference on Information and Ccommunication Technologies: From Theory To Applications, Damascus, Syria, April 24-28, 2006.
- "Concerned About Separation".
Hafedh Mili, Houari Sahraoui, Hakim Lounis, Hamid Mcheick and Amel Elkharraz. In Lecture
Notes in Computer Science, Proceedings of the 9th
International Conference on Fundamental Approaches to Software
Engineering FASE 2006, Vienna, Austria, March 27-28, 2006, pp. 247 -
261.
- "Decision
Making in an Energy System: a Knowledge-Based Solution". K.
Boukerche & H. Lounis. In proceedings of the 18th Intnl
Conference on Systems Engineering (ICSEng
2005), Las Vegas, USA, Août 2005.
- "Automated
System for the Planning of a Hydroelectric Network". K. Boukerche
& H. Lounis. In proceedings of the International Symposium on INnovations in Intelligent SysTems
and Applications (INISTA 2005), Istanbul, Turquie,
Juin 2005.
- "Machine-Learning
Techniques for Software Product Quality Assessment". H. Lounis &
L. Ait-Mahiedine. In Proceedings of the 4th
International Conference on Quality Software (QSIC 2004), Braunschweig, Allemagne, Septembre 2004.
- "An
Intelligent System for Hydro Power Network Operations Planning". H.
Lounis, K. Boukerche & H. Sahraoui.
In Proceedings of the 4th IEEE Conference on Intelligent Systems and Design Applications (ISDA), Budapest, Hongrie, Août 2004. - "Machine
Learning-Based Quality Predictive Models: Towards an Artificial
Intelligence Decision Making System". H. Lounis & L. Ait-Mahiedine. In Proceedings of the 16th
International Conference on Software Engineering and Knowledge
Engineering (SEKE'04), Banff, Canada, Juin
2004.
- "Reengineering
an Industrial Legacy Software Towards an
Object-Oriented Knowledge-Based System". H. Lounis, K. Boukerche
& H. Sahraoui. In Proceedings of the 16th
International Conference on Software Engineering and Knowledge
Engineering (SEKE'04), Banff, Canada, Juin
2004.
- “A Comparison of
Multilayer Perceptron Architectures to predict the values of Hydro-Power
System Variables”. M. Boukadoum, H. Lounis & V. Siveton.
In the proc. of Engineering of Intelligent Systems (EIS) 2002, Málaga, Spain, September 24-27, 2002.
- “Assessing Hydro
Power System Relevant Variables: a Comparison Between
a Neural Network and Different Machine Learning approaches”. Hakim
Lounis, M. Boukadoum & V. Siveton. In the
proc. of the International ICSC Congress on neuro fuzzy technologies, La Havane, Cuba, 16-19 Janvier
2002.
- “Estimating
Object-Relational Database Understandability Using Structural Metrics”.
Coral Calero, Houari Sahraoui, Mario Piattini,
H. Lounis. In Proc. of 11th International
Conference on Database and Expert Systems Applications - DEXA 2001, 2001.
- “Machine Learning
Approach to Predict Software Evolvability using
Fuzzy Binary Trees”. Mounir
Boukadoum, Houari A. Sahraoui, H. Lounis. In Proc. of
International Conference on Artificial
Intelligence (IC-AI'2001), 2001.
- “Predicting Class
Libraries Interface Evolution: an investigation into machine learning
approaches”. H.A. Sahraoui, M. Boukadoum &
H. Lounis. In the proceedings of the 7th IEEE
Asia-Pacific Software Engineering Conference APSEC’2000, p. 456-464, Singapor, December 2000.
- “Toward the
Automatic Assessment of Evolvability for
Reusable Class Libraries”. H.A. Sahraoui, M.
Boukadoum, H. Lounis & F. Éthève. In
proceedings of the IEEE Automated Software Engineering Conference, p.
289-292, Grenoble, France, 2000.
- "Using
Coupling Measurement for Impact Analysis in Object-Oriented
Systems". L. C. Briand and J. Wüst, FIESE,
Germany, and H. Lounis, CRIM, Canada. In proceedings of the International
Conference on Software Maintenance ICSM'99, Oxford, England, August 30 –
September 3, 1999.
- "Investigating
Quality Factors in Object-Oriented Designs: an Industrial Case
Study". L.C. Briand, J. Wüst, S. Ikonomovski & H. Lounis. In proceedings of the
21st IEEE International Conference on Software Engineering ICSE'99, p.
345-354, Los Angeles, USA, May 16-22, 1999.
- "Impact du couplage sur la
réutilisabilité des classes : une étude de cas". H. A. Sahraoui, H.
Lounis et Y. Mao. CRIM, Montréal. In Proceedings
of the 5ème conférence internationale Langages et Modèles à Objets LMO,
Villefranche-sur-Mer, France, 27-29 janvier, 1999.
- "Reusability
Hypothesis Verification Using Machine Learning Techniques: A Case
Study". Y. Mao, H.A. Sahraoui & H.
Lounis. In Proc. of the 13th IEEE International Automated Software
Engineering Conference, p. 84-93, Honolulu, Hawai,
October 13-16, 1998.
- "Impact of
Complexity on Reusability in Object-Oriented systems". Y. Mao, H. A.
Sahraoui, and H. Lounis. In the Object-Oriented
Product Metrics for Software Quality Assessment Workshop, 12th European
Conference on Object-Oriented Programming, p. 60-65, Brussels, Belgium,
1998.
- "An
Investigation on the Use of Machine Learned Models for Estimating
Correction Costs". M.A. De Almeida, H. Lounis, and W.L. Melo. In Proc. of the 20th IEEE International
Conference on Software Engineering ICSE’98, p. 473-476, Kyoto, Japan,
1998.
- "Applying
Concept Formation Methods to Object Identification in Procedural
Code". H.A.
Sahraoui, W.L. Melo, H. Lounis et F. Dumont. Proc. of IEEE
Automated Software Engineering Conference, p. 210-218, 1997, Incline
Village, Nevada, USA, 1997.
- "Defining,
Measuring and Using Coupling metrics in Object-Oriented Environment".
H. Lounis, H.A. Sahraoui, and W.L. Melo. In SIGPLAN OOPSLA'97 Workshop on
Object-Oriented Product Metrics, 1997, Atlanta, Georgia, USA, 1997.
- "Improving
maintenance by automatically documenting legacy software systems".
H. Lounis, W.L. Melo et
H.A Sahraoui. Proc. of IEEE Workshop on
Empirical Studies of Software Maintenance, p. 79-84, 1-3 October 1997,
Bari, Italy.
- "Improving
maintenance by migrating legacy applications to object technology".
H.A Sahraoui, W.L. Melo
et H. Lounis. Proc. of IEEE Workshop on
Empirical Studies of Software Maintenance, p. 177-182, 1997, Bari, Italy,
1997.
- "Identifying
and Measuring Coupling in Modular Systems". H. Lounis & W.L. Melo. 8th International Conference on Software
Technology ICST’97, p. 23-40, Curitiba, Brasil,
1997.
- "Eva : modélisation et
représentation de connaissances hétérogènes, guidées par les besoins en
explication, validation et acquisition". Groupe Eva P.Erce, actes des journées nationales du PRC-GDR
Intelligence Artificielle, p. 263-282, Nancy, France, 1995.
- "Integrating
Machine-Learning Techniques in Knowledge-Based Systems
Verification". H. Lounis. In Lecture Notes in Artificial
Intelligence -LNAI-, Springer-Verlag, 7th
International Symposium on Methodologies for Intelligent Systems ISMIS'93,
Trondheim, Norway, 1993.
- "Evaluation
of Learning Systems : an Artificial Data-Based
Approach". H. Lounis, G. Bisson. In Lecture Notes in Artificial
Intelligence -LNAI-, Springer Verlag, 5th
European Working Session on Learning, p. 463-481, Porto, Portugal, 1991.
- "Cycle d'acquisition des
connaissances : apport de l'apprentissage automatique au processus de
vérification". H. Lounis. INFORSID'93 (AFCET), p. 543-562, Lille,
France, 1993.
- "Evaluation
des Performances des Algorithmes d'Apprentissage: Apport des Bases
Artificielles". H. Lounis, G. Bisson. 6èmes Journées
Françaises de l'Apprentissage, p. 145-164, Sète, France, 1991.
Chapitres de livres
- "Software
Maintenance, Reverse Engineering and Reengineering". H. Lounis, H.A.
Sahraoui, W.L. Melo.
Invited chapter in the 23rd Wiley Encyclopedia of Electrical and
Electronics Engineering, p. 492-507, volume 19, 1999.
- "Software
Quality". W.L. Melo, H. Lounis, H.A. Sahraoui. Invited chapter in the 23rd Wiley
Encyclopedia of Electrical and Electronics Engineering, p. 557-565,
volume 19, 1999.
- "Application
de l'approche de Valiant à l'apprentissage de
concepts".
H. Lounis. Dans "Apprentissage symbolique : une approche de
l'IA", sous la direction de Y.Kodratoff,
tome 2, p. 563-589, Cépaduès-Editions, 1994.
Divers
- "Quand le
génie et l'intelligence collaborent". H. Lounis et H. A. Sahraoui. Direction
Informatique, Vol. 11, numéro 4, 1998.
- "Specification of General Evaluation Components and of an
Extended Environment for Example Acquisition".Yves
Niquil, Hakim Lounis. Deliverable 7.3 du projet ESPRIT 2154, Juin 1991.
"Si la certitude est plus apaisante, le
doute est plus noble" -
Anthologie de la littérature -