This book constitutes the refereed proceedings of the 17th African Conference on Research in Computer Science and Applied Mathematics, CARI 2024, in Bejaïa, Algeria, in November 23-26, 2024.The 25 full papers included in this book were carefully reviewed and selected from 90 submissions.

.- Natural gas consumption forecasting based on weighted ensemble learning..- Machine learning trust prediction using localized nodes characteristics..- A Data-Driven Wildfire Forecasting: Case study of Algeria..- Multi-Aggregation Strategies in Ensemble-Based Machine Learning and Deep Learning Models for Cough-Based COVID-19 Detection..- Benchmark Analysis of Time Series Models for Malaria Trends in the Adamawa Region (Cameroon)..- A low-ressource language dataset: Moore Natural Emotions Speech Dataset..- Automatic pure speech files detection using MFCC+F0 features and LSTM classifier in multilingual context for low-resource languages..- ShipFPN: New Feature Pyramid Network Architecture for Object Detection in High-Resolution Satellite Images: Application to Ship Detection..- New approach based on alliances in graphs for image segmentation: application to breast MR images..- Identification of Non-Plant Elements in Herbarium Images Using YOLO..- A Service Composition Engine for Incremental Computation..- Expressiveness of the LSAWfP Workflow Language Compared to BPMN..- Formal Verification of Deep Learning Matrix Calculus..- Addressing Input/Output composition through Open Automata representation..- Clustering for Performance Optimization in Vehicular Ad-hoc NETworks: A Comprehensive Survey..- Functional Sparse Data Clustering using Conditional Expectation PACE Method..- Hierarchical Sparse Subspace K-Means..- HW/SW Co-design Implementation of Elliptic Curve Digital Signature Algorithm for Blockchain Network 29..- Intrusion recognition coupled with a heuristic attributes selection method using neural networks..- New heuristic order based on tree-decomposition for solving CSPs..- The fair OFDMA-FD MAC for 802.11be and 802.11ax..- GPU-based Support Vector Machine using Artificial Orca Algorithm for Intrusion Detection Systems..- Improved photometric stereo based on Bee Swarm Optimization BSO algorithm..- Modelling Behavior of Microbiota Metabolic Network Subject to Diets..- Imbalanced Data Classification using Synthetic Minority Oversampling Technique in stages for a Rice Dataset..- Adversarial Attacks and Defense Mechanisms in Computer Vision: a Comprehensive Survey..- Early Diabetic Retinopathy Detection with Vision Transformers and Optimized Data Preprocessing..- Enhanced TSCH Protocol for IoT and Industry 4.0 Applications..- A modified remora optimisation for optimal localisation of weather radars network over an airspace..- A Low-Resource Language Translation: French To Moor´..- A Hybrid Model Based on State-ANFIS And Particle Swarm Optimization Algorithm For Short-term Load Forecasting.

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