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  1. Article

    Open Access

    Toward efficient resource utilization at edge nodes in federated learning

    Federated learning (FL) enables edge nodes to collaboratively contribute to constructing a global model without sharing their data. This is accomplished by devices computing local, private model updates that a...

    Sadi Alawadi, Addi Ait-Mlouk, Salman Toor in Progress in Artificial Intelligence (2024)

  2. No Access

    Chapter

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

    Despite intensive research over the last decades in spatial data mining, a considerable amount of collected data brings new challenges to the extraction of spatial association rules. Notwithstanding, associati...

    Addi Ait-Mlouk, Mohamed Ait-Mlouk in AI and IoT for Sustainable Development in … (2022)

  3. Chapter and Conference Paper

    A Web-Based Platform for Mining and Ranking Association Rules

    In this demo, we introduce an interactive system, which effectively applies multiple criteria analysis to rank association rules. We first use association rules techniques to explore the correlations between v...

    Addi Ait-Mlouk, Lili Jiang in Advances in Information Retrieval (2020)

  4. Article

    Open Access

    Multi-agent-based modeling for extracting relevant association rules using a multi-criteria analysis approach

    Recently, association rule mining plays a vital role in knowledge discovery in database. In fact, in most cases, the real datasets lead to a very large number of rules, which do not allow users to make their o...

    Addi Ait-Mlouk, Fatima Gharnati, Tarik Agouti in Vietnam Journal of Computer Science (2016)