Optimization and Information Systems
Description
This book constitutes the refereed proceedings of the 17th Conference on Optimization and Information Systems, COSI 2025, held in Bejaïa, Algeria, during June 1-3, 2025.
The 45 papers were accepted, including 12 short papers and 33 full papers , among which 27 finally included in this volume were carefully reviewed and selected from 81 submissions.They are organized into the following topical sections: Artificial Intelligence,Operational Research and Decision Support Systems and Cybersecurity and Applications.
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Content
.- Artificial Intelligence
.- A Hybrid Approach based on Predictive Models for Handling Missing Data.
.- U-Mamba Approach for Skin Segmentation in High-Resolution Magnetic Resonance Imaging.
.- Tree-based Models for Early Sepsis Prediction using Intensive Care Unit Dataset.
.- Deep Learning-Based Time-to-Flashover Prediction in Outdoor Insulators.
.- From Data to Behavior: Artificial Intelligence-driven Insights for Sustainable Energy Management.
.- Transformer-Based Anomaly Detection with Explainable AI (XAI) applied for Algerian Energy Management.
.- Enhancing Fake News Detection in Arabic: The Global Arabic Fake News Dataset.
.- Nature-Inspired IoT Data Preprocessing: Handling Missing and Outlier Values.
.- Advanced Analytics for Predictive Maintenance: A Case Study Using BERTopic and Bayesian Modeling.
.- Operational Research and Decision Support Systems
.- Scheduling Mixed Deteriorating Jobs on a Single Machine for Makespan Minimization.
.- A Scatter Search Algorithm for the Positive Influence Dominating Set Problem.
.- Cycles in triangularly connected quasi claw free graphs.
.- On the maximum weight convex problem for some geometric graph-convexities.
.- An Optimized Lookup Process for New Overlay P2P Network Based on Structured Graphs for Group Communication.
.- A New Method for Construction Optimal Triangular Solution for Some Bin Packing Problems.
.- Theoretical Model for Analyzing the Links Between Nutritional and Organoleptic Stan dards, Food Adulteration Strategies, and Food Safety.
.- Optimization Algorithms for Optimal Time Control in a Coupled Tank System.
.- Solving systems of H¨older equations and inequations using the shubert-piyavskii global optimization algorithm.
.- S-aloha PCA and S-aloha mechanisms: Analytical modeling and comparison.
.- A linear-time algorithm for a maximum edge biclique problem in a bipartite distance hereditary graph.
.- Cybersecurity and Applications
.- Cybersecurity Investment Challenges: Analyzing Standard Security Measures Through Port folio Optimization.
.- Behavioral Authentication System Using Random Forest for Intelligent Transportation System.
.- Adaptive Reputation Update for Dynamic Malicious Vehicle Detection in Vehicular Ad Hoc Networks.
.- Q-PUFAuth: Quantum-Resistant PUF-Based Authentication and Key Agreement for Secure Smart Grids.
.- Emerging Technologies for Autism Support in Algeria: Current Advances and Future Directions.
.- Advanced Spatio-Temporal Deep Learning Model for Wheat Yield Prediction in Digital Agriculture.
.- DziriEmoBERT: a Pre-trained Large Language Model for Emotions Analysis in Algerian Dialect.