Publications

2024

EL HAMRI M., BENNANI Y., FALIH I. (2024), «Incremental Confidence Sampling with Optimal Transport for Domain Adaptation», International Journal of Neural Systems, DOI:10.1142/S0129065724500448.

BACHIRI K., YAHYAOUY A., MALEK M., ROGOVSCHI N., BENNANI Y., GUALOUS, H. (2024), «Dynamic Selection of Electric Vehicle Charging Stations Using Deep Reinforcement Learning», In Proc. of the IEEE International Conference on Intelligent Systems and Computer Vision (ISCV 2024)., 8-10 may 2024, Fès - Kingdom of Morocco. ISSN: 2768-0754, ISBN: 979-8-3503-5018-0.

GHANNOU O., BENNANI Y. (2024), "FMDA-OT: Federated Multi-source Domain Adaptation Through Optimal Transport", arXiv:2404.06599.

BENNANI Y. (2024), "AI for health: a double-edged scalpel", Guest lecture, 9th Teaching Days in Orthopedic Surgery and Traumatology (JECOT'24), Kenzi Rose Garden Hotel, 21-23 June, Marrakech - Kingdom of Morocco.

BENNANI Y. (2024), "Anthropomorphic AI: between flamboyant hopes and latent vulnerabilities", Guest lecture, USMBA-FSDM, Conference Center, 24-26 June, Fès - Kingdom of Morocco.

2023

GRÉGORY T., BENNANI Y., DACHEUX C. (2023), «De la chirurgie assistée par ordinateur à la chirurgie guidée par l’intelligence artificielle», Novembre 2023, ISTE Group, Intelligence artificielle, santé et droit, collection Sciences, société et nouvelles technologies ISBN papier : 9781784059774, ISBN ebook : 9781784069773, pp. 117-123.

DÉCHAUMET L., BENNANI Y., KARKAZAN J., BEN SALEM N., BARBARA A., DACHEUX C., GRÉGORY T. (2023), «Détection des structures anatomiques et des lésions en chirurgie de la main par intelligence artificielle», Novembre 2023, ISTE Group, Intelligence artificielle, santé et droit, collection Sciences, société et nouvelles technologies ISBN papier : 9781784059774, ISBN ebook : 9781784069773, pp. 125-150.

BEN SALEM N., BENNANI Y., KARKAZAN J., DÉCHAUMET L., BARBARA A., DACHEUX C., GRÉGORY T. (2023), «Diagnostic chirurgical augmenté par intelligence artificielle», Novembre 2023, ISTE Group, Intelligence artificielle, santé et droit, collection Sciences, société et nouvelles technologies ISBN papier : 9781784059774, ISBN ebook : 9781784069773, pp. 153-173.

BARBARA A., BENNANI Y., KARKAZAN J. (2023), «On The Use of Persistent Homology to Control the Generalization Capacity of a Neural Network», in Communications in Computer and Information Science, CCIS Springer, Proc of ICONIP'23 : 30th International Conference on Neural Information Processing, 20th – 23th November 2023 - Changsha, China.

BEN SALEM N., BENNANI Y., KARKAZAN J., BARBARA A., DACHEUX C., GREGORY T. (2023), « Self-Training and Modular Approaches for Surgical Image Recognition», in Proc of IEEE World Congress on Computational Intelligence, IEEE International Joint Conference on Neural Network (IEEE IJCNN), 18–23 June, 2023, Gold Convention and Exhibition Centre, Queensland, Austalia. (Medical Research Award 2023)

DECHAUMET L., BENNANI Y., KARKAZAN J., BARBARA A., DACHEUX C., GREGORY T. (2023), «Modular Self-Supervised Learning for Anatomical Structure Exploration in Hand Surgery», in Proc of IEEE World Congress on Computational Intelligence, IEEE International Joint Conference on Neural Network (IEEE IJCNN), 18–23 June, 2023, Gold Convention and Exhibition Centre, Queensland, Austalia. (Medical Research Award 2023)

BACHIRI K., YAHYAOUY A., GUALOUS H., MALEK M., BENNANI Y., MAKANY P., ROGOVSCHI N. (2023), «Multi-Agent DDPG Based Electric Vehicles Charging Station Recommendation». Energies, 16(16), 6067.

DECHAUMET L., BENNANI Y., KARKAZAN J., BEN SALEM N., BARBARA A., DACHEUX C., GREGORY T. (2023), «Détection des structures anatomiques et des lésions en chirurgie de la main par intelligence artificielle», In Sciences et Sens de l'Intelligence Artificielle, sous la direction de Guilhem Julia, Collection DALLOZ.

BEN SALEM N., BENNANI Y., KARKAZAN J., DECHAUMET L., BARBARA A., DACHEUX C., GREGORY T. (2023), «Diagnostic chirurgical augmenté par intelligence artificielle», In Sciences et Sens de l'Intelligence Artificielle, sous la direction de Guilhem Julia, Collection DALLOZ.

GREGORY T., BENNANI Y., DACHEUX C. (2023), «De la chirurgie assistée par ordinateur à la chirurgie guidée par l'intelligence artificielle : l'exemple de la chirurgie orthopédique et traumatologique», In Sciences et Sens de l'Intelligence Artificielle, sous la direction de Guilhem Julia, Collection DALLOZ.

2022

EL HAMRI M., BENNANI Y., FALIH I. (2022), «Hierarchical Optimal Transport for Unsupervised Domain Adaptation», in Machine Learning Journal, Springer Nature.

BACHIRI K., YAHYAOUY A., BENNANI Y., ROGOVSCHI N., GHALOUS H. (2022), «Optimal Charging Station of an Electric Vehicle using Deep Reinforcement Learning», International Conference on Big Data, Artificial Intelligence and Robotic (ICBAIR'22), 24-26 November, Marrakech.

EL HAMRI M., BENNANI Y., FALIH I. (2022), «Hierarchical Optimal Transport for Unsupervised Domain Adaptation», in Joint European Conference on Machine Learning and Knowledge Discovery in Databases (ECML-PKDD), Springer, 19-23 September 2022, Grenoble, France.

EL HAMRI M., BENNANI Y., FALIH I. (2022), «Incremental Unsupervised Domain Adaptation Through Optimal Transport», in Proc of IEEE World Congress on Computational Intelligence, IEEE International Joint Conference on Neural Network (IEEE IJCNN), 18–23 July, 2022, Padova, Italy.

BENLAMINE K., BENNANI Y., MATEI B., GROZAVU N., FALIH I. (2022), «Collaborative Learning to Improve the Non Uniqueness of NMF», in IJCIA, International Journal of Computational Intelligence and Applications, Vol. 21, No. 1, World Scientific Publishing Europe Ltd.

EL HAMRI M., BENNANI Y., FALIH I. (2022), «When Domain Adaptation Meets Semi-Supervised Learning Through Optimal Transport», in LNCS Springer IFIP AICT Proc of AIAI'22 : 18th International Conference on Artificial Intelligence Applications and Innovations, 17-20 June 2022 - Crete, Greece.

ZAIOU A., BENNANI Y., HIBTI M., MATEI B. (2022), «Quantum Approach for Vertex Separator Problem in Directed Graphs», in LNCS Springer IFIP AICT Proc of AIAI'22 : 18th International Conference on Artificial Intelligence Applications and Innovations, 17-20 June 2022 - Crete, Greece.

ZAIOU A., BENNANI Y., MATEI B., HIBTI M. (2022), «A Quantum Learning Approach Based on Hidden Markov Models for Failure Scenarios Generation», in Proc of CACML'22: Conference on Algorithms, Computing and Machine Learning, March 25-27, 2022, Hangzhou, China.

BEN BOUAZZA F-Z., BENNANI Y., EL HAMRI M. (2022), «An Optimal Transport Framework for Collaborative Multi-View Clustering», In Recent Advancements in Multi-View Data Analytics, by Witold Pedrycz and Shyi-Ming Chen (Editors), LNCS, Springer-Verlag.

ROGOVSCHI N., BENNANI Y., ZOUININA S. (2022), «Data Anonymization Through Multi-modular Clustering», In Recent Advancements in Multi-View Data Analytics, by Witold Pedrycz and Shyi-Ming Chen (Editors), LNCS, Springer-Verlag.

GROZAVU N., MATEI B., BENNANI Y., BENLAMINE K. (2022), «Multi-View Clustering Based on Non-negative Matrix Factorization », In Recent Advancements in Multi-View Data Analytics, by Witold Pedrycz and Shyi-Ming Chen (Editors), LNCS, Springer-Verlag.

2021

EL HAMRI M., BENNANI Y., FALIH I. (2021), «Inductive Semi-supervised Learning Through Optimal Transport», in Communications in Computer and Information Science, CCIS Springer, Proc of ICONIP'21 : 28th International Conference on Neural Information Processing, 8th – 12th Dec 2021 - Bali, Indonesia.

KADDOUH M., CABANES G., BENNANI Y. (2021), «Incorporating neighborhood information during NMF learning», in Communications in Computer and Information Science, CCIS Springer, Proc of ICONIP'21 : 28th International Conference on Neural Information Processing, 8th – 12th Dec 2021 - Bali, Indonesia.

ZAIOU A., BENNANI Y., MATEI B., HIBTI M. (2021), «Convex Non-Negative Matrix Factorization Through Quantum Annealing», in Proc of DSS'21 : IEEE International Conference on Data Science and Systems, IEEE Computer Society Press, December 17-19, 2021, Haikou, Hainan, China.

FOUCADE Y., BENNANI Y. (2021), «Collaborative Random Forests Learning», in Proc of DSS'21 : IEEE International Conference on Data Science and Systems, IEEE Computer Society Press, December 17-19, 2021, Haikou, Hainan, China.

ZAIOU A., BENNANI Y., MATEI B., HIBTI M. (2021), «Balanced K-means using Quantum Annealing», in Proc of SSCI'21 : IEEE Symposium Series on Computational Intelligence, December 5-8, 2021, Orlando, Florida, USA.

EL HAMRI M., BENNANI Y., FALIH I. (2021), «Label propagation through optimal transport», IEEE International Joint Conference on Neural Network (IJCNN'21), on July 18 - 22, 2021.

BEN BOUAZZA F-Z., BENNANI Y., TOUZANI A., CABANES G. (2021), «Unsupervised collaborative learning based on optimal transport theory», Journal of Intelligent Systems (JISYS), De Gruyter Poland Ltd.

FOUCADE Y., BENNANI Y. (2021), «Unsupervised collaborative learning using privileged information», CoRR abs/2103.13145.

BEN BOUAZZA F-Z., BENNANI Y. (2021), «Selective information exchange in collaborative clustering using regularized optimal transport», CoRR abs/2103.12071.

EL HAMRI M., BENNANI Y. (2021), «Incremental Semi-supervised Learning Through Optimal Transport», CoRR abs/2103.11937.

CABANES G., BENNANI Y., VERDE R., IRPINO A. (2021), «On the use of Wasserstein metric in Topological Clustering of Distributional Data», CoRR abs/2109.04301.

EL HAMRI M., BENNANI Y., FALIH I., AHAGGACH H. (2021), «Hierarchical Optimal Transport for Unsupervised Domain Adaptation», CoRR abs/2112.02073.

ZOUININA S., BENNANI Y., ROGOVSCHI N., LYHYAOUI A. (2021), «Data Anonymization through Collaborative Multi-view Microaggregation», Journal of Intelligent Systems (JISYS), 30(1): 327-345, De Gruyter Poland Ltd.

KARKAZAN A.B.J., HAMMOUTENE R., NAHRI I., DACHEUX C., BENNANI Y., GREGORY T. (2021), «Artificial Intelligence can accurately identify two pathways to the hand and wrist», Hand Surgery and Rehabilitation, 40(6):899-DOI:10.1016/j.hansur.2021.10.220.

GREGORY T.,