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Author International Conference on Innovation and New Trends in Information Technology (10th : 2022 : Casablanca, Morocco)

Title New technologies, artificial intelligence and smart data : 10th International Conference, INTIS 2022, Casablanca, Morocco, May 20-21, 2022, and 11th International Conference, INTIS 2023, Tangier, Morocco, May 26-27, 2023, Revised selected papers / Mohamed Tabaa, Hassan Badir, Ladjel Bellatreche, Azedine Boulmakoul, Ahmed Lbath, Fabrice Monteiro, editors
Published Cham : Springer, [2024]

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Description 1 online resource (xii, 207 pages) : illustrations (some color)
Series Communications in computer and information science, 1865-0937 ; 1728
Communications in computer and information science ; 1728. 1865-0937
Contents Intro -- Preface -- Organization -- Contents -- Artificial Intelligence -- Machine Learning for the Analysis of Human Microbiome in Inflammatory Bowel Diseases: Literature Review -- 1 Introduction -- 2 The Relation Between Inflammatory Bowel Diseases and the Microbiome -- 3 Existing Approaches for Microbiome Analysis -- 4 Machine Learning Techniques for Microbiome Analysis -- 5 Applications of Machine Learning for the Analysis of the Microbiome in Inflammatory Bowel Diseases -- 6 Limitations and Challenges of Using Machine Learning for Microbiome Analysis in IBD -- 7 Conclusion -- References
Systematic Mapping Study on Applications of Deep Learning in Stock Market Prediction -- 1 Introduction -- 2 Related Works -- 3 Research Method -- 4 Systematic Mapping Results -- 5 Synthesis and Future Works -- 6 Conclusion -- References -- Exploring the Knowledge Distillation -- 1 Introduction -- 2 Related Work -- 3 Methods and Background -- 3.1 Knowledge Distillation -- 3.2 Teacher Assistant Knowledge Distillation -- 3.3 Self-distillation -- 4 Experimental Results -- 4.1 Datasets -- 4.2 Experiment Settings -- 4.3 Evaluation Metric -- 4.4 Performance Evaluation -- 5 Conclusion -- References
Intelligent Traffic Congestion and Collision Avoidance Using Multi-agent System Based on Reinforcement Learning -- 1 Introduction -- 2 Literature Review -- 2.1 Multi-agent System -- 2.2 Intelligent Traffic Congestion -- 2.3 Collision Avoidance -- 2.4 Reinforcement Learning -- 3 Proposed System -- 3.1 System Architecture -- 3.2 Methodology -- 3.3 Design Objectives -- 3.4 Mathematical Model -- 4 Findings -- 5 Conclusion -- 6 Future Work -- References -- BERT for Arabic NLP Applications: Pretraining and Finetuning MSA and Arabic Dialects -- 1 Introduction -- 2 Word Embeddings and BERT
3 The BERT Model: Background -- 3.1 Bert Architecture -- 3.2 BERT Pre-training and Fine-Tuning -- 4 BERT for Arabic NLP Applications: Pre-training and Fine-Tuning -- 4.1 Training Datasets -- 4.2 Pre-training BERT Models -- 4.3 Fine-Tuning for Arabic NLP Applications -- 4.4 The Computational Cost -- 5 Results and Discussion -- 6 Conclusion -- References -- VacDist MAS for Covid-19 Vaccination Distribution: Palestine as a Case Study -- 1 Introduction -- 2 Related Work -- 3 Methodology -- 3.1 The Proposed MAS -- 3.2 System Environments and Their Agents -- 3.3 Data Source -- 3.4 VacDist Framework
4 Results -- 4.1 Decision-Making Strategy Results -- 4.2 Machine Learning Distribution Strategy Based Cities Results -- 4.3 Distribution Strategy Based Citizen Results -- 5 Discussion -- 6 Conclusion -- References -- Smart E-Waste Management System Utilizing IoT and DL Approaches -- 1 Introduction -- 2 Related Work -- 3 Object Detection Model -- 3.1 Cloud, Fog, or Local Computing -- 3.2 Choosing a Deep-Learning Framework -- 3.3 Choosing an Architecture for Object Detection -- 3.4 Dataset Collection -- 3.5 Training Phase -- 4 The Proposed System -- 4.1 System Architecture -- 4.2 System Components
Summary This volume constitutes selected papers presented at the 10th International Conference on Innovation and New Trends in Information Technology, INTIS 2022, held in Casablanca, Morocco, in May 2022, and 11th International Conference on Innovation and New Trends in Information Technology, INTIS 2023, held in Tangier, Morocco, in May 2023. After the thorough peer review process, 4 papers were selected from the 27 submissions received for INTIS 2022, and 11 papers were selected from the 33 submissions received for INTIS 2023. The presented papers cover the mail topics of data-enabled systems/applications: data source layer, network layer, data layer, learning layer, and reporting layers while considering non-functional properties such as data privacy, security, and ethics
Notes Online resource; title from PDF title page (SpringerLink, viewed November 30, 2023)
Subject Artificial intelligence -- Congresses
Artificial intelligence.
Genre/Form Conference papers and proceedings.
Form Electronic book
Author Tabaa, Mohamed, editor.
Badir, Hassan, editor.
Bellatreche, Ladjel, 1968- editor.
Boulmakoul, Azedine, editor.
Lbath, Ahmed, editor.
Monteiro, Fabrice, editor.
International Conference on Innovation and New Trends in Information Technology (11th : 2023 : Tangier, Morocco)
ISBN 9783031473661
3031473663