Publications - Dr. Addi Ait-Mlouk

2025

Conference

Adaptive Aggregation for Robust Federated Learning Against Label Flipping and Backdoor Attacks

Chaima Lhasnaoui, Oscar Bergling, Addi Ait-Mlouk, Tarik Agouti

International Conference on Fog and Mobile Edge Computing (FMEC) 2025

Journal

Investigation on eXtreme Gradient Boosting for cutting force prediction in milling

Thomas Heitz, Ning He, Addi Ait-Mlouk, Daniel Bachrathy, Ni Chen, Guolong Zhao, Liang Li

Journal of Intelligent Manufacturing 2025

2024

Conference

Bridging AI and Privacy: Federated Learning for Leukemia Diagnosis

C. Lhasnaoui, Addi Ait-Mlouk, T. Agouti and M. Sadgal

2024 2nd International Conference on Federated Learning Technologies and Applications (FLTA), Valencia, Spain

Conference

Decentralized Diagnosis: Privacy-Preserving Brain Tumor Classification with Federated Learning

Chaima Lhasnaoui, Addi Ait-Mlouk, Tarik Agouti, Mohammed Sadgal

KDD 2024 Workshop - Artificial Intelligence and Data Science for Healthcare, Barcelona, Spain

Journal

Toward efficient resource utilization at edge nodes in federated learning

Sadi Alawadi, Addi Ait-Mlouk, Salman Toor, Andreas Hellander

Progress in Artificial Intelligence 2024

2022

Journal

FedQAS: Privacy-Aware Machine Reading Comprehension with Federated Learning

Addi Ait-Mlouk, Sadi A. Alawadi, Salman Toor, Andreas Hellander

Applied Sciences 2022, 12, 3130

Journal

Arabic Named Entity Recognition on Social Media based on BiLSTM-CRF using an attention mechanism

Brahim Ait Ben Ali, Addi Ait-Mlouk, Soukaina Mihi, Ismail El Bazi, Nabil Laachfoubi

Journal of Intelligent and Fuzzy Systems (JIFS) 2022

Conference

Scalable federated machine learning with FEDn

Morgan Ekmefjord, Addi Ait-Mlouk, Sadi Alawadi, Mattias Åkesson, Desislava Stoyanova, Ola Spjuth, Salman Toor and Andreas Hellander

2022 IEEE/ACM 22nd International Symposium on Cluster, Cloud and Internet Computing (CCGrid), pp. 21-30 [Rank: A]

Book Chapter

Fuzzy Set Theory-Based Approach for Mining Spatial Association Rules: Road Accident as a Case Study

Addi Ait-Mlouk, Ait-Mlouk M., El Mazouri FZ., Dey A., Agouti T.

AI and IoT for Sustainable Development in Emerging Countries. Lecture Notes on Data Engineering and Communications Technologies, vol 105. Springer

2021

Journal

Scalable federated machine learning with FEDn

Morgan Ekmefjord, Addi Ait-Mlouk, Sadi Alawadi, Mattias Åkesson, Desislava Stoyanova, Ola Spjuth, Salman Toor and Andreas Hellander

arXiv 2021

2020

Journal

WINFRA: A Web-Based Platform for Semantic Data Retrieval and Data Analytics

Addi Ait-Mlouk, Vu, X.-S., Jiang, L.

Mathematics 2020, https://doi.org/10.3390/math8112090

Journal

kbot: a knowledge graph based chatbot for natural language understanding over linked data

Addi Ait-Mlouk, Lili Jiang

IEEE Access, vol. 8, pp. 149220-149230, 2020, doi: 10.1109/ACCESS.2020.3016142

Conference

A Web-based Platform for Mining and Ranking Association Rules

Addi Ait-Mlouk, Lili Jiang

ECIR The 42st European Conference on Information Retrieval, April 14-17, 2020, Lisbon, Spain

2019

Journal

DM-MCDA: A web-based platform for data mining and multiple criteria decision analysis: A case study on road accident

Addi Ait-Mlouk and T. Agouti

SoftwareX (2019) 100323, https://doi.org/10.1016/j.softx.2019.100323

Conference

Graph-based Interactive Data Federation System for Heterogeneous Data Retrieval and Analytics

Xuan-Son Vu, Addi Ait-Mlouk, Erik Elmroth, Lili Jiang

The 30th TheWebConf'19 (formerly WWW), May 13-17, 2019. San Francisco, California, U.S.

Conference

Improving RDF data through semantic association rules mining

Addi Ait-Mlouk, Xuan-Son Vu, Erik Elmroth, Lili Jiang

The 31st annual workshop of the Swedish Artificial Intelligence Society (SAIS 2019), June 18-19, Umeå, Sweden

Conference

Privacy-concerns in the Era of AI and Social Network Sites

Xuan-Son Vu, Addi Ait-Mlouk, Erik Elmroth, Lili Jiang

The 31st annual workshop of the Swedish Artificial Intelligence Society (SAIS 2019), June 18-19, Umeå, Sweden

Conference

Privacy-aware Data Federation Infrastructure

Lili Jiang, Xuan-Son Vu, Addi Ait-Mlouk, Anders Brändström and Erik Elmroth

The 31st annual workshop of the Swedish Artificial Intelligence Society (SAIS 2019), June 18-19, Umeå, Sweden

2018

PhD Thesis

Fouille de données et analyse de qualité des règles d'association dans les bases de données massives : Application dans le domaine de la sécurité routière

Addi Ait-Mlouk

HAL, 2018

Journal

Stable routing protocol based on fuzzy logic system in vehicular ad hoc networks

Marzak B, Addi Ait-Mlouk, El Moumni S, Benlahmar E, Talea M.

Int J Commun Syst., 2018

2017

Journal

An improved approach for association rules mining using multi-criteria decision support system: A case study in road safety

Addi Ait-Mlouk, Gharnati, F., Agouti, T.

European Transport Research Review, 2017

Journal

Mining and prioritization of association rules for Big Data: Multi-criteria decision analysis approach

Addi Ait-Mlouk, Gharnati, F., Agouti, T.

Journal of Big Data, 2017

Journal

Multi-criteria decisional approach for extracting relevant association rules

Addi Ait-Mlouk, Gharnati, F., Agouti, T.

Int. J. of Computational Science and Engineering, 2017

Journal

Application of big data analysis with decision Tree for road accident

Addi Ait-Mlouk, Gharnati, F., Agouti, T.

Indian Journal of Science and Technology, Vol. 10, No. 29, pp. 1-10, DOI: 10.17485/ijst/2017/v10i29/117325

Journal

Intelligent transport system for road safety based data mining approach

Addi Ait-Mlouk, Kamsa, I., Gharnati, F., Agouti, T.

International Journal of Control and Automation, Vol.10, No.8, pp.13-22

Journal

A Choice of Symmetric Cryptographic Algorithms based on Multi-Criteria Analysis Approach for Securing Smart Grid

Raja Mouachi, Addi Ait-Mlouk, Fatima Gharnati and Mustapha Raoufi

Indian Journal of Science and Technology, Vol. 10, No. 39, pp. 1-9, DOI:10.17485/ijst/2017/v10i39/119856

Conference

Application of big data analysis with decision Tree for road accident

Addi Ait-Mlouk, Gharnati, F., Agouti, T.

3rd International Conference on Green Computing and Engineering Technologies, August 8-10, Killaloe, County Clare, Ireland

Conference

Intelligent transport system for road safety based data mining approach

Addi Ait-Mlouk, Kamsa, I., Gharnati, F., Agouti, T.

3rd International Conference on Green Computing and Engineering Technologies, August 8-10, Killaloe, County Clare, Ireland

Conference

An Approach Based on MapReduce and Decision Tree to Improve Road Safety in Morocco

Addi Ait-Mlouk, Gharnati, F., Agouti, T.

International symposium on data engineering and information systems (DEIS'2017), Mai 19-05, 2017, Marrakech, Morocco

2016

Journal

Multi-Agent Based Modeling for Extracting Relevant Association Rules Using a Multi-Criteria Analysis Approach

Addi Ait-Mlouk, Gharnati, F. Agouti, T.

Vietnam Journal of Computer Science, Vol.3, N.4, pp 235–245, 2016

Conference

An approach based on association rules mining to improve road safety in Morocco

Addi Ait-Mlouk, A. Tarik and G. Fatima

International Conference on Information Technology for Organizations Development (IT4OD), Fez, 2016, pp. 1-6

Conference

Mining Traffic Accident from Big Data: The case study of Morocco

Addi Ait-Mlouk, Gharnati, F., Agouti, T.

The First International Conference of High Innovation in Computer Science (ICHICS'2016), June 01-03, 2016, Kenitra, Morocco

Conference

Formation Science des Données

Addi Ait-Mlouk

La Conférence Internationale Francophone AAFD SFC, Mai 22-26, 2016, Marrakech, Morocco

2015

Conference

A choice of relevant association rules based on multi-criteria analysis approach

Addi Ait-mlouk, A. Tarik, G. Fatima and D. Badi

5th International Conference on Information and Communication Technology and Accessibility (ICTA), Marrakech, Morocco, 2015, pp. 1-6

Conference

Comparative survey of association rule mining algorithms based on multiple-criteria decision analysis approach

Addi Ait-Mlouk, A. Tarik and G. Fatima

3rd International Conference on Control, Engineering and Information Technology (CEIT), Tlemcen, Algeria 2015, pp. 1-6

Conference

Association Rules Mining based On Electre Tri Method

Addi Ait-Mlouk, Gharnati, F., Agouti, T.

The 4th International Conference on Software Engineering and New Technologies (ICSENT'2015), December, 20-24, 2015, Istanbul, Turkey

Conference

Evaluation of association rules extraction algorithms

Addi Ait-Mlouk, Gharnati, F., Agouti, T.

International Conference on Networked Systems (NETYS'2015), May 13-15, 2015. Agadir, Morocco

Conference

Classification of routing Protocol in WSNs

Aznaoui, H., Addi Ait-Mlouk

The 4th International Conference on Software Engineering and New Technologies (ICSENT-2015), December, 20-24, 2015, Istanbul, Turkey

Conference

A comparative study of routing protocols in WSN

H. Aznaoui, S. Raghay, L. Aziz and Addi Ait-Mlouk

5th International Conference on Information and Communication Technology and Accessibility (ICTA), Marrakech, Morocco, 2015, pp. 1-6

Conference

On selecting interestingness measures for association rules extraction based on electre tri method

Addi Ait-Mlouk, Gharnati, F., Agouti, T.

1er forum de la recherche scientifique, Jun, 2015. Marrakech, Morocco

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2025

Adaptive Aggregation for Robust Federated Learning Against Label Flipping and Backdoor Attacks

Investigation on eXtreme Gradient Boosting for cutting force prediction in milling

2024

Bridging AI and Privacy: Federated Learning for Leukemia Diagnosis

Decentralized Diagnosis: Privacy-Preserving Brain Tumor Classification with Federated Learning

Toward efficient resource utilization at edge nodes in federated learning

2022

FedQAS: Privacy-Aware Machine Reading Comprehension with Federated Learning

Arabic Named Entity Recognition on Social Media based on BiLSTM-CRF using an attention mechanism

Scalable federated machine learning with FEDn

Fuzzy Set Theory-Based Approach for Mining Spatial Association Rules: Road Accident as a Case Study

2021

Scalable federated machine learning with FEDn

2020

WINFRA: A Web-Based Platform for Semantic Data Retrieval and Data Analytics

kbot: a knowledge graph based chatbot for natural language understanding over linked data

A Web-based Platform for Mining and Ranking Association Rules

2019

DM-MCDA: A web-based platform for data mining and multiple criteria decision analysis: A case study on road accident

Graph-based Interactive Data Federation System for Heterogeneous Data Retrieval and Analytics

Improving RDF data through semantic association rules mining

Privacy-concerns in the Era of AI and Social Network Sites

Privacy-aware Data Federation Infrastructure

2018

Fouille de données et analyse de qualité des règles d'association dans les bases de données massives : Application dans le domaine de la sécurité routière

Stable routing protocol based on fuzzy logic system in vehicular ad hoc networks

2017

An improved approach for association rules mining using multi-criteria decision support system: A case study in road safety

Mining and prioritization of association rules for Big Data: Multi-criteria decision analysis approach

Multi-criteria decisional approach for extracting relevant association rules

Application of big data analysis with decision Tree for road accident

Intelligent transport system for road safety based data mining approach

A Choice of Symmetric Cryptographic Algorithms based on Multi-Criteria Analysis Approach for Securing Smart Grid

Application of big data analysis with decision Tree for road accident

Intelligent transport system for road safety based data mining approach

An Approach Based on MapReduce and Decision Tree to Improve Road Safety in Morocco

2016

Multi-Agent Based Modeling for Extracting Relevant Association Rules Using a Multi-Criteria Analysis Approach

An approach based on association rules mining to improve road safety in Morocco

Mining Traffic Accident from Big Data: The case study of Morocco

Formation Science des Données

2015

A choice of relevant association rules based on multi-criteria analysis approach

Comparative survey of association rule mining algorithms based on multiple-criteria decision analysis approach

Association Rules Mining based On Electre Tri Method

Evaluation of association rules extraction algorithms

Classification of routing Protocol in WSNs

A comparative study of routing protocols in WSN

On selecting interestingness measures for association rules extraction based on electre tri method