| Vol-3935 urn:nbn:de:0074-3935-X Copyright © 2025 for the individual papers by the papers' authors. Copyright © 2025 for the volume as a collection by its editors. This volume and its papers are published under the Creative Commons License Attribution 4.0 International (CC BY 4.0).

# RIF 2024
Research in computIng at Feminine 2024

### Proceedings of the 13th International Conference on Research in computIng at Feminine (RIF 2024)
LIRE Laboratory, Constantine 2 University - Abdelhamid Mehri

### Constantine, Algeria, May 20-21, 2024.

Edited by

### Fouzia Benchikha *
Faiza Belala *
Zizette Boufaida *
Wafa Ghemmaz *
Naila Marir *
Wissem Bouarroudj *

* Abdelhamid Mehri- Constantine 2 University, LIRE Laboratory, Constantine, Algeria

## Table of Contents

- Preface

### Session 1: HEALTHCARE INNOVATIONS AND AI APPLICATIONS

- CoMediC: Empowering Collaborative and Participatory Medical Multimodel Data Collection Projects 6-17
  Wafia Abada, Abdelkrim Bouramoul, Asma Ayari
- A Novel Ensemble Learning Approach for Diabetes Prediction in Imbalanced Datasets 18-28
  Djalila Boughareb, Said Bouteldja, Hamid Seridi
- Detection of Atherosclerosis using Deep Learning 29-39
  Juliet Chebet Moso, Mohamed Tahar Bennai, Zahia Guessoum, Stéphane Cormier, Jasminka Hasić Telalović

### Session 2: ADVANCED AI APPLICATIONS

- Machine Learning-Driven Distributed Intrusion Detection System for the Internet of Vehicles 40-49
  Joud AlFarra, Leena Alam, Naila Marir, Akila Sarirete
- Advancing Video Game Addiction Detection: A Stacking Ensemble Approach Utilizing Machine Learning and Deep Learning Models 50-59
  Amina Bouhadja, Abdelkrim Bouramoul
- Generating Synthetic Training Data for Named Entity Recognition With Large-Scale Models Integrating Wikidata and GPT 60-69
  Adel Belbekri, Wissem Bouarroudj, Fouzia Benchikha, Zizette Boufaida

### Session 3: AI POWERED SOCIAL INNOVATION

- A Semantic Framework for Monitoring Wheat Grain Warehouses 70-79
  Lynda Djakhdjakha, Brahim Farou, Imane Bouacida, Aya Meguellatni
- An Intelligent Optimization Technique of Automatic Speech Recognition for Smart Homes 80-90
  Rabab Hamed M. Aly, Aziza I. Hussein
- SPOC "Gender in Digital Education": A Means to Promote Egalitarian E-Pedagogy and Sustainable Development 91-100
  Lilia Cheniti Belcadhi, Ghada A. El Khayat, Mohamed El Hadi Benelhadj

### Session 4: AI AND OPTIMIZATION

- A Hybrid Ant Colony-Cellular Automata Algorithm for Improved Edge Detection of Images 101-113
  Safia Djemame
- SVM Hyper-parameter Optimization for Sentiment Analysis using Termite Alate Optimization Algorithm 114-123
  Faiza Merah, Nawel Falek, Hichem Houassi
- Online Matching based Firefly Algorithm for Dynamic Ridesharing 124-137
  Hiba Abdelmoumène, Amina Bousena

### Session 5: SHORT PAPERS

- A Restaurant Recommendation System based on Collaborative Filtering using Machine Learning Algorithms and the Multi-Criteria Method 134-142
  Maroua Chemlal, Amina Zedadra, Ouarda Zedadra, Med Nadjib Kouahla
- Preserving Algeria's Cultural Heritage with Blockchain Technology 143-151
  Insaf Boumezbeur, Meriem Seghiri, Yasser Nassim Benzagouta, Abdelaziz Debbache, Karim Zarour
- A Comparative Study On Sentiment Lexicons For Automatic Labeling 152-158
  Zohra Mehenaoui, Chayma Merabti, Houda Tadjer, Yacine Lafifi
- Machine and Deep Learning Innovations for Protein Structure Quality Assessment 159-166
  Loubna Terra, Fouzia Benchikha, Mohamed Hachem Kermani

2024-12-24: submitted by Wafa Ghemmaz, metadata incl. bibliographic data published under Creative Commons CC0
2025-03-07: published on CEUR Workshop Proceedings (CEUR-WS.org, ISSN 1613-0073) |valid HTML5|