Publications

Publications après 2017 

• [2022c] [rang A*] Aomar Osmani, Massinissa Hamidi, Pegah Alizadeh
  Clustering Approach to Solve Hierarchical Classification Problem Complexity [pdf] [Slides][code]
  In Proceedings of the AAAI conference 2022, February 22 - March 1, 2022 (AAAI 2022)

• [2022c] [rang A] Aomar Osmani, Massinissa Hamidi
  Reduction of the Position Bias via Multi-Level Learning for Activity Recognition [pdf] [Slides][code]
        In Proceedings of the PAKDD conference 2022, May 16-19, 2022, Chengdu, China  (PAKDD 2022)

• [2022c] [rang A] Seyed M.R. Modaresi, Aomar Osmani, Mohammadreza Razzazi, Abdelghani Chibani
  Uniform Evaluation of Properties in Activity Recognition [pdf [Slides][code]
        In Proceedings of IEEE 47th International conf ICASSP, 2022, Singapore, (ICASSP 2022)

• [2022c] [rang A] Seyed M.R. Modaresi, Aomar Osmani, Mohammadreza Razzazi, Abdelghani Chibani
  Multimodal Evaluation Method for Sound Event Detection [pdf] [Slides][code]
        In Proceedings of the PAKDD conference 2022, May 16-19, 2022, Chengdu, China (PAKDD 2022)

• [2022c] [A] Massinissa Hamidi, Aomar Osmani
  Context Abstraction to Improve Decentralized Machine Learning in Structured Sensing Environments  [pdf] [Slides][video]
        In ECML/PKDD 2020, pages 374-390, Springer 2021, ISBN 978-3-030-67666-7 (ECML/PKDD 2020)

• [2021c] [rang A*] Aomar Osmani, Massinissa Hamidi, Salah Bouhouche
  Augmented Experiments in Material Engineering Using Machine Learning [pdf] [Slides]
        In Proceedings of the AAAI conference 2021, 9251-9258, ISBN 978-1-57735-866-4  (AAAI 2021)

• [2021j] [rang Q1] Massinissa Hamidi, Aomar Osmani
  Human Activity Recognition: a Dynamic Inductive Bias Selection Perspective [pdf]
        In Sensors 21 (21), 7278, pages 1-42, (Sensors 2021)

• [2021j] [rang Q1] Massinissa Hamidi, Aomar Osmani
  Domain models for data sources integration in HAR [lien]
        In Neurocomputing 444: 244-259 (2021),  (Neurocomputing 2021)

• [2021j] [rang Q1] Pegah Alizadeh, Emiliano Traversi, Aomar Osmani
  Deterministic policies based on maximum regrets in MDPs with imprecise rewards [pdf]
        In AI Communications, pages 1-16 (2021), (AI Communications 2021)

• [2021j] [rang Q1] Pegah Alizadeh, Aomar Osmani, M. Khanouche, A. Chibani, Y. Amirat
  Reinforcement Learning for Interactive QoS-Aware Services Composition [pdf]
        In IEEE System Journal 1098-1108 (2021), (IEEE System 2021)

• [2021c] [rang A] Aomar Osmani, Massinissa Hamidi, Pegah Alizadeh
  Hierarchical Learning of Dependent Concepts for Human Activity Recognition [pdf] [sup] [Slides]
        In Proceedings of the PAKDD 2021, May 11-14, 2021, Springer 2021, ISBN 978-3-030-75764-9,  (PAKDD 2021)

• [2021c]  Aomar Osmani, Pegah Alizadeh, Christophe Rodrigues
  Equational Model Guided by Real-time Sensor Data to Monitor Industrial Robots [pdf] [Slides]
        In proceedings 17th IEEE International Conf. CASE 2021,1848-1854, ISBN 978-1-6654-1873-7 (IEEE-CASE 2021)

• [2021j] [ArXiv] Massinissa Hamidi, Aomar Osmani
  Description of Structural Biases and Associated Data in Sensor-Rich Environments [lien]
        In CoRR abs/2104.04885 (2021)

• [2021j] [ArXiv] Aomar Osmani, Massinissa Hamidi, Pegah Alizadeh,
  Affinity-Based Hierarchical Learning of Dependent Concepts for Human Activity  [lien]
        In CoRR abs/2104.04889 (2021)

• [2021c] Massinissa Hamidi, Aomar Osmani
  Modélisation du processus de génération de données pour la reconnaissance d'activités [pdf][lien]
      In EGC 2021

• [2020B]  Massinissa Hamidi, Aomar Osmani
  Combining Domain Knowledge and Deep Learning to Improve HAR Models [lien]
        IN Book Chapter Generalization with Deep Learning: For Improvement on Sensing Capability

• [2020c] [A] Massinissa Hamidi, Aomar Osmani
  Data Generation Process Modeling for Activity Recognition  [pdf] [Slides][video]
        In ECML/PKDD 2020, pages 374-390, Springer 2021, ISBN 978-3-030-67666-7 (ECML/PKDD 2020)

• [2020c] [rang A] Aomar Osmani, Massinissa Hamidi, Pegah Alizadeh,
  A multi-view architecture for the SHL challenge  [pdf][Slides][poster]
        In UbiComp/ISWC  2020 International Joint Conference, Mexico,. ACM 2020, ISBN 978-1-4503-8076-8 (UBICOMP 2020)

• [2019c] [rang A*] Aomar Osmani, Massinissa Hamidi, Salah Bouhouche
  Monitoring of a Dynamic System Based on Autoencoders [lien][Slides][code]
        In Proceedings of the IJCAI conference 2019, 1836-1843, Macao, China, (IJCAI 2019)

• [2019B]  Massinissa Hamidi, Aomar Osmani
  Bayesian Optimization of Neural Architectures for Human Activity Recognition [lien]
        IN Human Activity Sensing - Corpus and Applications. Springer 2019, ISBN 978-3-030-13000-8

• [2019w]  Massinissa Hamidi, Aomar Osmani
  HAR Data Generation Model to Highly Reduce Learning Space [lien] [code]
        In Knowledge Representation & Reasoning Meets Machine Learning workshop, (KR2ML@NeurIPS 2019)

• [2019w]  Massinissa Hamidi, Aomar Osmani
  Improving Human Activity Recognition with Data Sources Integration [lien] [Slides]
      In Deep Learning for Human Activity Recognition workshop @IJCAI, 2019

• [2019c] Pegah Alizadeh, Aomar Osmani, Emiliano Traversi
  Calcul d'une politique déterministe dans un MDP avec récompenses imprécises [pdf][Slides][lien]
      In EGC 2019, pages 45-56, RNTI E-35, Éditions RNTI, ISBN 979-10-96289-09-7

• [2019c] H. Kordestani, R. Mojarad, A.Chibani, A. Osmani, Y. Amirat, K. Barkaoui, W. Zahran
  Hapicare: A Healthcare Monitoring System with Self-Adaptive Coaching using Probabilistic Reasoning [lien]
      In 16th IEEE/ACS International Conference AICCSA 2019, pages 1-8 (AICCSA 2019)

• [2018c] [rang A] Aomar Osmani, Massinissa Hamidi
  Hybrid and Convolutional Neural Networks for Locomotion Recognition  [lien][poster][code]
        In UbiComp/ISWC Adjunct 2018, Singapor, pages 1531-1540

• [2017c] Aomar Osmani, Massinissa Hamidi, Abdelghani Chibani
  Platform for Assessment and Monitoring of Infant Comfort  [pdf]
        In AAAI Fall Symposia 2017, pages 36-44 (AAAI Fall S 2017)

• [2017c] [rang B] Aomar Osmani, Massinissa Hamidi, Abdelghani Chibani
  Machine Learning Approach for Infant Cry Interpretation [lien]
        In 29th IEEE International Conference ICTAI, Boston, ISBN 978-1-5386-3876-7ICTAI 2017: 182-186 (ICTAI 2017)

Publications Avant 2012

• [2015B]  Moez Essaidi, Aomar Osmani, Céline Rouveirol
  Learning Dependent-Concepts in ILP: Application to Model-Driven Data Warehouses [lien]
      In Last Advance in Inductive Logic Programming (ILP) 2015, chapitre 17, Stephen H Muggleton et Hiroaki Watanabe (Imperial College London) editors

• [2014B]  Moez Essaidi, Aomar Osmani, Céline Rouveirol
  Model-Driven Data Warehouse Automation: A Dependent-Concept Learning Approach [pdf]
      In Advances and Applications in Model-Driven Engineering, Vicente García Díaz (University of Oviedo, Spain) et al. Editors book, pages 240-267, ISBN : 9781466644946

• [2012B]  Moez Essaidi, Aomar Osmani
  Business intelligence-as-a-service: Studying the functional and the technical architectures [lien]
      In Business Intelligence Applications and the Web: Models, Systems and Technologies book, Marta E. Zorrilla (University of Cantabria, Spain) et al. Editors, ISBN : 9781613500385

• [2011c] [B] Moez Essaidi, Aomar Osmani, Céline Rouveirol
  Learning Dependent-Concepts in ILP: Application to Model-Driven Data Warehouses [pdf]
      In International Conference on Inductive Logic Programming (ILP) 2011, pages 151-172 (ILP 2011)

• [2011c] [B] Moez Essaidi, Aomar Osmani, Céline Rouveirol
  Transformation learning in the context of model-driven data warehouse: An experimental design based on inductive logic programming [pdf]
      In 2011 IEEE 23rd International Conference on Tools with Artificial Intelligence, pages 693-700 

• [2011] Erick Alphonse, Aomar Osmani
  Analyse en Moyenne de la Complexité des Algorithmes d'apprentissage Relationnels  [lien]
        GDR I3.

• [2011] Erick Alphonse, Aomar Osmani
  On the two Phase Transitions of  Relational Learning  [pdf]
        not published paper.

• [2010j] Moez Essaidi, Aomar Osmani
  Model driven data warehouse using MDA and 2TUP [pdf]
        In Journal of JCMSE, IOS press,  pages 119-134  (Journal JCMSE 2010)

• [2009c] [rang A] Erick Alphonse, Aomar Osmani
  Empirical study of relational learning algorithms in the phase transition framework  [pdf] [Slides]
        In ECML/PKDD 2009, pages 374-390, Springer 2021, ISBN 978-3-030-67666-7 (ECML/PKDD 2009)

• [2009c]  Moez Essaidi, Aomar Osmani
  Data Warehouse Development Using MDA and 2TUP  [pdf]
        In Internation conference SEDE 2009, pages 138-143

• [2009b]  Hakima Kadri-Dahmani, Cyrille Bertelle, Gérard HE Duchamp, Aomar Osmani
  The Evolution Process of Geographical Database within Self-Organized Topological Propagation Area  [pdf]
        In Complex Systems and Self-organization Modelling book, pages 97-106, Springer, Berlin, Heidelberg

• [2008c] [rang A] Erick Alphonse, Aomar Osmani
  A model to study phase transition and plateaus in relational learning [pdf] [Slides]
        In 18th International Conference on Inductive Logic Programming, pages 6-24, LNAI 5191 (ILP 2008)

• [2008j] [Q1] Erick Alphonse, Aomar Osmani
  On the connection between the phase transition of the covering test and the learning success rate in ILP [pdf]
        In Machine Learning Journal, 70, pages 135-150, Springer US (Journal MLJ 2008)

• [2008j] Hakima Kadri-Dahmani, Cyrille Bertelle, Gérard HE Duchamp, Aomar Osmani
  Consistent Updating of Geographical DataBase as Emergent Property over Influence System [pdf]
        In International Journal of Modelling Identification and Control, pages 58-68  (Journal IJMIC 2008) 

• [2008j] Hakima Kadri-Dahmani, Cyrille Bertelle, Gérard HE Duchamp, Aomar Osmani
  Emergent property of consistent updated geographical database [lien]
        In International Journal of Modelling Identification and Control, 2008,  (Journal IJMIC 2008) 

• [2007c] Erick Alphonse, Aomar Osmani
  Phase transition and heuristic search in relational learning [pdf]
        In IEEE International Conference on Machine Learning and Applications, pages 112-117,  (ICMLA 2007)

• [2007c][rang A] Khelaf Bouandas, Aomar Osmani
  Mining association rules in temporal sequences [pdf]  [lien]
        In I2007 IEEE Symposium on Computational Intelligence and Data Mining, pages 610-615, (CIDM 2007)

• [2006c] [rang A] Sujeevan Aseervatham, Aomar Osmani, Emmanuel Viennet
  bitSPADE: A lattice-based sequential pattern mining algorithm using bitmap representation [pdf]  [lien]
        In Sixth International Conference on Data Mining (ICDM 2006)

• [2008c] Erick Alphonse, Aomar Osmani
  A On the connection between the phase transition of the covering test and the learning success rate
        In  International Conference on Inductive Logic Programming 2006, Extended abstract  (ILP 2006)

• [2006w] Khelaf Bouandas, Aomar Osmani
  An Optimal Algorithm for Discovering Patterns in Temporal Sequences [pdf]  [lienp]
        In W. of Temporal and Spatial Reasoning,

• [2005cj] Hakima Kadri-Dahmani, Cyrille Bertelle, Gérard HE Duchamp, Aomar Osmani
  Evolutive complex scheduling in interaction networks for quality improvment in geographical data base updating [lien]
        In 12th IEEE International Conference on Electronics, Circuits and Systems  (IEEE ICECS 2005) 

• [2005w]  Sujeevan Aseervatham, Aomar Osmani
  Mining short sequential patterns for hepatitis type detection [pdf]  [lien]
        In ECML/PKDD 2005-Discovery Challenge Workshop (C@ECML/PKDD 2005)

• [2005c]  Aomar Osmani
  DATTES: A New Algorithm for Discovering Patterns in Temporal Sequences [pdf] 
      Not published paper

• [2003c]  Aomar Osmani
  Qualitative Point Sequential Patterns  [pdf]  [lien]
        In International Conference on Knowledge-Based and Intelligent Information and Engineering Systems (KBIIES 2003)

• [2003c] Hachemi Bennaceur, Aomar Osmani,
  Computing lower bound for MAX-CSP problems  [pdf]  [lien]
      In International Conference Developments in Applied Artificial Intelligence, Springer-Verlag Berlin Heidelberg, 2003  (IEA/AIE 2003)

• [2003c] [rang A] Aomar Osmani
  STCSP: A representation model for sequential patterns  [pdf]  [lien]
      In Foundations and Applications of Spatio-Temporal Reasoning, AAAI editor 2003  (FASTR 2003)

• [2003c]  Faouzi Boufarès, Hachemi Bennaceur, Aomar Osmani
  On the consistency of cardinality constraints in UML Modeling  [pdf] 
      In Proceedings of ISPE CE 2003, pages 287-292,  (ISPE CE 2003)

• [2003c] H Kadri-Dahmani, A Osmani
  Updating data in GIS: how to maintain database consistency? [pdf]  [lien]
      In Proceedings of Enterprise information systems IV,  (EIS 2003)

• [2003c] Khelaf Bouandas, Aomar Osmani
  Optimal Approach for Temporal Patterns Discovery [pdf]  [lien]
      In Proceedings of FLAIRS Conference, AAAI editor  (FLAIRS 2003)

• [2003c] L.A. Mohamed; A. Osmani
  A model based on domain theory for the supervision of the telecommunications networks [pdf]  [lien]
      In Proceedings of 10th International Conference on Telecommunications, 2003. ICT 2003

• [2002c] A Aghasaryan, C Dousson, E Fabre, Aomar Osmani, Y Pencolé,
  Modeling fault propagation in telecommunications networks for diagnosis purposes [pdf]
      In XVIII World Telecommunications Congress,

• [2002c] Aomar Osmani
  Learning patterns in multidimensional space using interval algebra [pdf] [lien]
      In International Conference on Artificial Intelligence: Methodology, Systems, and Applications, Springer, 31-40

• [2002j] Francine Krief, Aomar Osmani
  Modélisation d’un anneau SDH pour les besoins de la gestion de fautes  [pdf] [lien]
      In Annales des télécommunications 57(1), Springer, pages 125-149

• [2002j] Francine Krief, Aomar Osmani
  SDH ring modeling for the needs for faults management   [pdf] [lien]
    In ANNALES DES TELECOMMUNICATIONS-ANNALS OF TELECOMMUNICATIONS, 

• [2000c] [rang A] Aomar Osmani, Francois Lévy
  A Constraint-Based Approach to Simulate Faults In Telecommunication Networks  [pdf]  [lien]
        In Intelligent Problem Solving. Methodologies and Approaches, New Orleans, Springer, pages 463-474

• [2000c] [rang A*] Philippe Balbiani, Aomar Osmani
  A Constraint-Based Approach to Simulate Faults In Telecommunication Networks  [pdf]  [lien]
        In International Conference on Principles of Knowledge Representation and Reasoning , 378–385 (KR 2000)

[2000c]  Aomar Osmani
Model-Based-Diagnosis for Fault Management in telecommunications Networks  [pdf] 
      In International Conference AAAI (short) (AAAI2000)

• [1999c]  Aomar Osmani, Francine Krief
  Model-based diagnosis for fault management in ATM networks  [pdf]  [lien]
        In International Conference on ATM. IEEE, pages 91-99, (ICATM 1999)

• [1999c] Aomar Osmani
  Modeling and simulating breakdown situations in telecommunication networks  [pdf]  [lien]
        In International Conference on Industrial, Engineering and Other Applications of Applied Intelligent Systems, Springer

• [1999c] Aomar Osmani
  Introduction to reasoning about cyclic intervals  [pdf]  [lien]
        In International Conference on Industrial, Engineering and Other Applications of Applied Intelligent Systems, Springer

• [1999c] Aomar Osmani, Lorence Rosé
  Supervision of telecommunication networks  [pdf]  [lien]
        In European Control Conference (ECC), IEEE, pages 3995-4000 (ECC 1999)

• [1999c] Aomar Osmani
  Generalized intervals to learn and to recognize faults in telecommunication networks  [pdf]  [lien]
        In conference ACAI 1999

• [1998c] Philippe Balbiani, J-F Condotta, L Farinas del Cerro, Aomar Osmani
  Reasoning about generalized intervals  [pdf] 
        In nternational Conference on Artificial Intelligence: Methodology, Systems, and Applications, 50-61

• [1999c] Philippe Balbiani, J-F Condotta, L Farinas del Cerro, Aomar Osmani
  Reasoning about generalized intervals  [pdf] 
        In nternational Conference on Artificial Intelligence: Methodology, Systems, and Applications, 50-61

• 
  

• Modeling and simulating breakdown situations in telecommunication networks