Full Description
This book constitutes the refereed proceedings of the 7th International Conference on Information Technology and Modeling, ICTIM 2024, held in Casablanca, Morocco, during November 26-27, 2024.
The 37 full papers presented in this volume were carefully reviewed and selected from 103 submissions. The papers are organized in the following topical sections: Machine Learning, Computer Vision, and Data Analysis; Natural language processing(NLP), Smart Systems, and Emerging Technologies; Cybersecurity, Cryptography, and AI for Security.
Contents
.- Machine Learning, Computer Vision, and Data Analysis.
.- Evaluating the Computational Complexity of Various Machine Learning Algorithms.
.- Contrastive Learning on 3D Vision-Based Fall Detection.
.- Daily Harvest Forecast of Raspberries Crop Using Deep Learning Approach.
.- Revolutionizing Information Retrieval: Unveiling a NextGeneration AI-Powered Question-Answer System for Comprehensive Document Analysis.
.- Advanced User Profile Similarity Prediction: Integrating Bipartite Graphs with SimRank.
.- Forecasting Academic Success in Secondary Education: A Comprehensive Data Mining Approach Using Machine Learning Models.
.- Advanced Detection of Mobile Obstacles: A CNN Approach for Road Safety.
.- Leveraging RAG and AI Agents to Enhance Specialized LLMs in Education.
.- Advanced Radiomics and Deep Learning for PDL1 Biomarker Prediction in Non-Small Cell Lung Cancer.
.- AI-Enhanced Detection of COVID-19 and Lung Diseases via Chest X-Rays: Enhancing Diagnostic Accuracy with CNNs and Top-K Algorithms.
.- Customer Loyalty Dynamics and Optimization of Promotional Strategies: An Analysis Based on Segmentation and Purchasing Behavior.
.- AI and Deep Learning in the Diagnosis and Treatment of Prostate Cancer: State of the art and Applications.
.- Innovative Approach to Enhancing Database Querying with AI.
.- Comparative Analysis of Similarity Metrics for Visual Recommendation in E-commerce: AI Approaches and Performance.
.- Machine Learning for Web Traffic Classification.
.- AI-Driven Generative Automatic Matching for Heterogeneous Systems: A Multi-Agent System Implementation on the .NET Platform.
.- Predicting Employees with Leadership Potential Using Machine Learning Techniques.
.- Early Prediction of Student Dropout in MOOCs.
.- Adaptive M-Learning Resources Using Learner Context and Processing Preferences.
.- Natural language processing(NLP), Smart Systems, and Emerging Technologies.
.- Investigating Factors Influencing Chatbot Adoption for Enhancing Government Services: An empirical study.
.- Exploring the Impact of Empathy on User Satisfaction in Banking Chatbots: A Path to Enhanced Customer Experience.
.- Using Sentiment Analysis Extracted Features to Predict Stock Price.
.- Revolutionizing Morocco's Environmental Future: IoTDriven Air and Water Quality Monitoring for Smart Cities.
.- Utilizing Transformer Models for Smartphone-Based Skin Cancer Detection.
.- Evaluating the Quality of Scientific Articles: A Review of Citation and Content-Based Metrics.
.- Evaluation of Cost Estimation Methods for Software Development Projects: A Comparative Study.
.- Comparative Analysis of Blood Vessel Segmentation Techniques in Breast MRI.
.- Improvement of Information Retrieval Systems on Digital Educational Platforms.
.- Towards an Intelligent Automated Evaluation System for Python Powered by Large Language Models.
.- Revolutionizing Agriculture with LoRa: Intelligent Crop Monitoring and Autonomic Irrigation.
.- Improving Dialectal Sentiment Analysis: A Contextual Approach Using Multilingual Embeddings for Darija and Other Arabic Dialects Transcoding.
.- The Future of Travel: A Review of Chatbot Recommender Systems in E-Tourism and Smart Tourism.
.- Intelligent Automated Resume Analysis and Ranking System for Profile Recruitment Based on Computer Vision and LLMs.
.- Sentiment Classification of COVID-19 Tweets: A Hybrid Hadoop Approach Using Deep Learning and Fuzzy Logic Theory.
.- Sustainable Logistics in Healthcare: Addressing Environmental Challenges and Optimizing Medical Supply Chains for a Greener Future.
.- Sentiment Analysis of Patients in Healthcare: The Case of COVID-19 Vaccination.
.- Enhancing Tourism Experiences in Morocco: LLM-A Comparative Study of Fine-Tuning and Retrieval Augmented Generation with Llama-3.
.- Leveraging LLM Techniques for Moroccan Agriculture: Performance Analysis of RAG and FineTuning Approaches with Llama 3.
.- Cybersecurity, Cryptography, and AI for Security.
.- Website Ethical Hacking nd Penetration Testing.
.- Multi-Classification Approach for Malicious Social Bots Detection Based on Transformers.
.- A decentralized identity management and student data verification system using Blockchain and IPFS.
.- Intelligent Deep Learning Strategy for Safeguarding IoT Networks Against RPL Selective Forwarding Attacks.
.- An Ontological Approach to Information Security Risk Management Based on ISO/IEC 27001:2022.
.- Blockchain Integration in Moroccan Banking: Opportunities and Challenges for Banque Populaire du Maroc.
.- EAGLE-Based Temporal Logic for Intrusion Detection: A Comprehensive Study.
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