Department
Informatics Department
Research Interests
Contact Info
University of M'Sila, Algeria
On the Web:
Recent Publications
Evaluating Centrality-Based Seed Node Strategies for Influence Diffusion in OSNs: A Study across SCC, WCC and Full Networks using SIR, LT and IC Diffusion Models
Citation
M. AKHROUF Samir, (2025-12-18), "Evaluating Centrality-Based Seed Node Strategies for Influence Diffusion in OSNs: A Study across SCC, WCC and Full Networks using SIR, LT and IC Diffusion Models", [national] Informatica , Slovenian Society Informatika
Dynamic spammer detection using deep learning with temporal graph embeddings
Citation
M. AKHROUF Samir, (2025-11-25), "Dynamic spammer detection using deep learning with temporal graph embeddings", [international] Second International Workshop on Machine Learning and Deep Learning , Mohamed Boudif University M'Sila, Faculté MI
PARTICLE SWARM OPTIMIZED ALMMO* FOR INTERPRETABLE AND ACCURATE DIABETIC RETINOPATHY DETECTION
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M. AKHROUF Samir, (2025-10-30), "PARTICLE SWARM OPTIMIZED ALMMO* FOR INTERPRETABLE AND ACCURATE DIABETIC RETINOPATHY DETECTION", [national] JZU NATURAL SCIENCE , Journal of Zhengzhou University-Natural Science
A Simulation-Based Behavioral Clustering Method for Crowd Dynamics Evacuation Analysis
Citation
M. AKHROUF Samir, (2025-08-31), "A Simulation-Based Behavioral Clustering Method for Crowd Dynamics Evacuation Analysis", [national] HAUT , Open Access
Hybrid Community-Driven Influence Maximization in Large Social Networks
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M. AKHROUF Samir, (2025-07-31), "Hybrid Community-Driven Influence Maximization in Large Social Networks", [national] Ingénierie des Systèmes d'Information , International Information and Engineering Technology Association
Optimizing Security and Performance in Blockchain-Enhanced Federated Learning Through Participant Selection with Role Determination
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M. AKHROUF Samir, (2025-06-16), "Optimizing Security and Performance in Blockchain-Enhanced Federated Learning Through Participant Selection with Role Determination", [national] Computing and Informatics , OJS/PKP
Artificial Intelligence Tools in Academic Research
Citation
M. AKHROUF Samir, (2025-04-16), "Artificial Intelligence Tools in Academic Research", [national] Pedagogical Days (Ped Days 2025) , Mohamed Boudif University M'Sila, Faculté MI
Parallel Association Rules Mining Using GPUs and Reptile Search Algorithm
Citation
M. AKHROUF Samir, (2024-12-10), "Parallel Association Rules Mining Using GPUs and Reptile Search Algorithm", [international] The Sixth International Symposium on Informatics and Its Applications (ISIA) , Université Mohamed Boudiaf M'Sila
Improving plant disease classification using realistic data augmentation
Citation
M. AKHROUF Samir, (2024-10-01), "Improving plant disease classification using realistic data augmentation", [national] Multimedia Tools and Applications , Springer Nature
An efficient explainable deep neural network classifier for diabetic retinopathy detection
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M. AKHROUF Samir, (2024-08-23), "An efficient explainable deep neural network classifier for diabetic retinopathy detection", [national] International Journal of Computers and Applications , Taylor and Francis
Reptile Search Algorithm for Association Rule Mining
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M. AKHROUF Samir, (2024-06-01), "Reptile Search Algorithm for Association Rule Mining", [national] International Journal of Computing and Digital Systems , University of Bahrain
Analysis Study of Participant Selection Methods in Federated Learning
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M. AKHROUF Samir, (2024-05-13), "Analysis Study of Participant Selection Methods in Federated Learning", [international] ICEEAC’2024 , Setif university
مخاطر استعمال منصات التواصل الاجتماعي
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M. AKHROUF Samir, (2024-05-08), "مخاطر استعمال منصات التواصل الاجتماعي", [national] اليوم التحسيسي ضد الأخطار المتعلقة باستعمال وسائل التواصل الاجتماعي الأربعاء 08 ماي 2024 , Université Mohamed Boudiaf M'Sila
Efficient Machine Learning Approach for Diabetes Mellitus Disease Prediction
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M. AKHROUF Samir, (2024-04-24), "Efficient Machine Learning Approach for Diabetes Mellitus Disease Prediction", [international] Conference: 2024 6th International Conference on Pattern Analysis and Intelligent Systems (PAIS) , El OUED Algérie
A Conceptual Framework for Identifying Influential Users in Online Social Networks for Viral Marketing
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M. AKHROUF Samir, (2023-12-06), "A Conceptual Framework for Identifying Influential Users in Online Social Networks for Viral Marketing", [international] THE 6TH INTERNATIONAL HYBRID CONFERENCE ON INFORMATICS AND APPLIED MATHEMATICS IAM’23 , Guelma Algeria
Influencers Detection in Online Social Network
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M. AKHROUF Samir, (2023-10-03), "Influencers Detection in Online Social Network", [national] The 1st National Conference on New Educational Technologies and Informatics NCNETI'23 , Guelma Algeria
A Survey on Using Evolutionary Approaches-Based High-Utility Itemsets Mining
Citation
M. AKHROUF Samir, (2023-07-15), "A Survey on Using Evolutionary Approaches-Based High-Utility Itemsets Mining", [international] Artificial Intelligence Doctoral Symposium , Alger
Fast approach for link prediction in complex networks based on graph decomposition
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M. AKHROUF Samir, (2023), "Fast approach for link prediction in complex networks based on graph decomposition", [national] Evolving Systems , Springer Nature
Artificial Orca Algorithm for Solving University Course Timetabling Issue
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M. AKHROUF Samir, (2023), "Artificial Orca Algorithm for Solving University Course Timetabling Issue", [national] Artificial Intelligence: Theories and Applications , Springer Sham
Blended Learning in Algeria: Assessing Students’ Satisfaction and Future Preferences Using SEM and Sentiment Analysis
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M. AKHROUF Samir, (2023), "Blended Learning in Algeria: Assessing Students’ Satisfaction and Future Preferences Using SEM and Sentiment Analysis", [national] Innovative Higher Education , Springer Nature
SATISFACTION OF STUDENTS AND TEACHERS WITH BLENDED LEARNING DURING COVID-19 PANDEMIC: AN ALGERIAN CASE STUDY
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M. AKHROUF Samir, (2023), "SATISFACTION OF STUDENTS AND TEACHERS WITH BLENDED LEARNING DURING COVID-19 PANDEMIC: AN ALGERIAN CASE STUDY", [national] International Journal of Learning Technology , Inderscience
Toward a New Recursive Model to Measure Influence in Subscription Social Networks: A Case Study Using Twitter
Citation
M. AKHROUF Samir, (2022-12-03), "Toward a New Recursive Model to Measure Influence in Subscription Social Networks: A Case Study Using Twitter", [international] International Conference on Managing Business Through Web Analytics , Springer Sham , Algeria
Gabor Filter Bank with Deep Autoencoder based Face Recognition System
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M. AKHROUF Samir, (2022), "Gabor Filter Bank with Deep Autoencoder based Face Recognition System", [national] Expert Systems with Applications , ScienceDirect
Score level fusion of major and minor finger knuckle patterns based symmetric sum-based rules for person authentication
Citation
M. AKHROUF Samir, (2022), "Score level fusion of major and minor finger knuckle patterns based symmetric sum-based rules for person authentication", [national] Evolving Systems , Springer Nature
Social Influence Analysis in Online Social Networks for Viral Marketing: A Survey
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M. AKHROUF Samir, (2022), "Social Influence Analysis in Online Social Networks for Viral Marketing: A Survey", [national] International Conference on Managing Business Through Web Analytics , Springer Sham
User Similarity and Trust in Online Social Networks: An Overview
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M. AKHROUF Samir, (2022), "User Similarity and Trust in Online Social Networks: An Overview", [national] International Conference on “Managing Business through Web Analytics" ICMBWA2020, , Springer Nature
A fuzzy connective score fusion technique for 2D and 3D palmprint authentication system
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M. AKHROUF Samir, (2022), "A fuzzy connective score fusion technique for 2D and 3D palmprint authentication system", [national] Evolving Systems , Springer Nature
Social Influence Analysis in Online Social Networks for Viral Marketing: A Survey
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M. AKHROUF Samir, (2021), "Social Influence Analysis in Online Social Networks for Viral Marketing: A Survey", [international] International Conference on “Managing Business through Web Analytics" ICMBWA2020, , Université Djilali Bounaama – Khemis Miliana,
User Similarity and Trust in Online Social Networks: An Overview
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M. AKHROUF Samir, (2021), "User Similarity and Trust in Online Social Networks: An Overview", [international] International Conference on “Managing Business through Web Analytics" ICMBWA2020, , Université Djilali Bounaama – Khemis Miliana,
A NOVEL SYSTEM BASED ON PHASE CONGRUENCY AND GABOR - FILTER BANK FOR FINGER KNUCKLE PATTERN AUTHENTICATION
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M. AKHROUF Samir, (2020), "A NOVEL SYSTEM BASED ON PHASE CONGRUENCY AND GABOR - FILTER BANK FOR FINGER KNUCKLE PATTERN AUTHENTICATION", [national] ICTACT JOURNAL ON IMAGE AND VIDEO PROCESSING , JOURNAL ON IMAGE AND VIDEO PROCESSING
A SURVEY ON MACHINE AND DEEP LEARNING FOR DETECTION OF DIABETIC RETINOPATHY
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M. AKHROUF Samir, (2020), "A SURVEY ON MACHINE AND DEEP LEARNING FOR DETECTION OF DIABETIC RETINOPATHY", [national] JOURNAL ON IMAGE AND VIDEO PROCESSING , ICTACT
Machine Learning and Deep Learning: Recent Overview in Medical Care
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M. AKHROUF Samir, (2020), "Machine Learning and Deep Learning: Recent Overview in Medical Care", [international] Internet of Things, Infrastructures and Mobile Applications, Proceedings of the 13th IMCL Conference , springer , Greece
A fast minutiae-based fingerprint-matching algorithm using a dynamic descriptor and virtual minutiae insertion
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M. AKHROUF Samir, (2019), "A fast minutiae-based fingerprint-matching algorithm using a dynamic descriptor and virtual minutiae insertion", [international] ICPAR 2019 International Conference on Pattern Analysis and Recognition , Tebessa
Machine learning & Deep learning: Recent Overview in Medical Care
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M. AKHROUF Samir, (2019), "Machine learning & Deep learning: Recent Overview in Medical Care", [international] IMCL 2019 , Thessaloniki Greece
The use of Big Data and Data Analytics in the prevention, the diagnosis and the monitoring of long-term diseases
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M. AKHROUF Samir, (2019), "The use of Big Data and Data Analytics in the prevention, the diagnosis and the monitoring of long-term diseases", [international] IMCL 2019 , Thessaloniki Greece
دور المنح الدراسية في تحسين العملية التعليمية الجامعية
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M. AKHROUF Samir, (2019), "دور المنح الدراسية في تحسين العملية التعليمية الجامعية", [international] المؤتمر العربي الدولي التاسع لضمان جودة التعليم العالي , Beyrouth Liban
Special Session Call for Papers Social Networks and Mobile Applications for Health care (SNMAH)
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M. AKHROUF Samir, (2019), "Special Session Call for Papers Social Networks and Mobile Applications for Health care (SNMAH)", [international] IMCL 2019 , Thessaloniki Greece
Forgiveness and trust dynamics on social networks
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M. AKHROUF Samir, (2018), "Forgiveness and trust dynamics on social networks", [national] Adaptive Behavior , SAGE Journals
Forgiveness Predictors and Trust in a Digital Age
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M. AKHROUF Samir, (2018), "Forgiveness Predictors and Trust in a Digital Age", [national] IJTHI , IGI Global
Social Networking for Obesity Prevention and Eradication for Algerian teenagers
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M. AKHROUF Samir, (2018), "Social Networking for Obesity Prevention and Eradication for Algerian teenagers", [national] , Springer, Cham
Forgiveness and repairing the broken trust in digital age
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M. AKHROUF Samir, (2018), "Forgiveness and repairing the broken trust in digital age", [international] IAJC 2018 , Orlando USA
A simplistic model for identifying prominent web users in directed multiplex social networks: a case study using Twitter networks
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M. AKHROUF Samir, (2016), "A simplistic model for identifying prominent web users in directed multiplex social networks: a case study using Twitter networks", [national] New Review of Hypermedia and Multimedia , Taylor and Francis online
A modern classroom response system for Bordj Bou Arreridj University
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M. AKHROUF Samir, (2016), "A modern classroom response system for Bordj Bou Arreridj University", [international] IMCL 2016 , San Diego USA
Efficient fingerprint singular points detection algorithm using orientation-deviation features
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M. AKHROUF Samir, (2015), "Efficient fingerprint singular points detection algorithm using orientation-deviation features", [national] Journal of Electronic Imaging , SPIE Digital Library
Secure Fingerprint-based authentication and non-repudiation services for mobile learning systems
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M. AKHROUF Samir, (2015), "Secure Fingerprint-based authentication and non-repudiation services for mobile learning systems", [international] IMCL2015 , Thessaloniki Greece
BBA virtual laboratory through m-learning
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M. AKHROUF Samir, (2015), "BBA virtual laboratory through m-learning", [international] IMCL 2015 , Thessaloniki Greece
Dihya: an Intelligent Learning Object Repository
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M. AKHROUF Samir, (2015), "Dihya: an Intelligent Learning Object Repository", [international] IMCL 2015 , Thessaloniki Greece
Trust and Forgiveness in Virtual Teams: A Study in Algerian E-Learning Context
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M. AKHROUF Samir, (2015), "Trust and Forgiveness in Virtual Teams: A Study in Algerian E-Learning Context", [international] IMCL 2015 , Thessaloniki Greece
An Overview of Forgiveness in the Digital Environment
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M. AKHROUF Samir, (2015), "An Overview of Forgiveness in the Digital Environment", [international] IPAC 2015 , Batna Algérie
Online Social Trust: an Overview
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M. AKHROUF Samir, (2015), "Online Social Trust: an Overview", [international] IPAC 2015 , Batna Algérie
Web Services for Virtual Simulation
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M. AKHROUF Samir, (2014), "Web Services for Virtual Simulation", [national] International Journal of Online and Biomedical Engineering , IJOE
BBA Lab a Virtual Laboratory for Distant Learning
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M. AKHROUF Samir, (2014), "BBA Lab a Virtual Laboratory for Distant Learning", [national] International Journal of Information and Education Technology , IJIET
A Biometric Identification Course for eSience Virtual Lab
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M. AKHROUF Samir, (2014), "A Biometric Identification Course for eSience Virtual Lab", [national] Lecture Notes on Software Engineering , LNSE
Towards Content Based Image Retrieval with Personalized Semantic Spaces
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M. AKHROUF Samir, (2014), "Towards Content Based Image Retrieval with Personalized Semantic Spaces", [international] International Conference on Computer Vision and Image Analysis, ICCVIA’2014 , Ras Al Khaimah UNITED ARAB EMIRATES.
Virtual Simulation on the Web
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M. AKHROUF Samir, (2014), "Virtual Simulation on the Web", [international] IAJC-ISAM International Conference , Orlando USA
Web Services for Virtual Simulation
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M. AKHROUF Samir, (2014), "Web Services for Virtual Simulation", [international] International Conference on Remote Engineering and Virtual Instrumentation (REV2014) , Porto, Portugal
Social Network Analysis and Information Propagation
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M. AKHROUF Samir, (2013), "Social Network Analysis and Information Propagation", [international] International Journal of Future Computer and Communication , IJFCC , Malaysia
A New multimodal Biometric identification approach
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M. AKHROUF Samir, (2012), "A New multimodal Biometric identification approach", [national] International Journal of Computer Science Issues , IJCSI
Generating Pert Network with Temporal Constraints
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M. AKHROUF Samir, (2012), "Generating Pert Network with Temporal Constraints", [national] Studia Univ. BABES-BOLYAI, INFORMATICA , Studia University BABES-BOLYAI, INFORMATICA
Construction et génération d’un graphe AoA en tenant compte des contraintes temporelles
Citation
M. AKHROUF Samir, (2012), "Construction et génération d’un graphe AoA en tenant compte des contraintes temporelles", [international] Colloque sur l'Optimisation et les Systèmes d'Information COSI'2012 , Tlemcen Algérie
Social Network Analysis and Information propagation: A case study using Flickr and YouTube networks
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M. AKHROUF Samir, (2012), "Social Network Analysis and Information propagation: A case study using Flickr and YouTube networks", [international] International Conference on Information and Multimedia Technology (ICIMT 2012) , Kuala Lumpur, Malaysia
Construction et génération d’un graphe AoA en tenant compte des contraintes temporelles
Citation
M. AKHROUF Samir, (2012), "Construction et génération d’un graphe AoA en tenant compte des contraintes temporelles", [international] Colloque international sur l’optimisation et les systèmes d’information COSI’2012 , Tlemcen Algérie
A Multi-Modal Recognition System Using Face and Speech
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M. AKHROUF Samir, (2011), "A Multi-Modal Recognition System Using Face and Speech", [national] International Journal of Computer Science Issues , IJCSI
Speaker dependent threshold’s estimation for GMM-UBM speaker verification systems
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M. AKHROUF Samir, (2011), "Speaker dependent threshold’s estimation for GMM-UBM speaker verification systems", [international] International Conference on Software and Information Management , Chengdu, China
Towards an Intelligent Multimodal Biometric Identification System
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M. AKHROUF Samir, (2010), "Towards an Intelligent Multimodal Biometric Identification System", [national] International Journal of Computer Science and Electrical Engineering , IACSIT
Développement d'un système d'identification biométrique multimodale
Citation
M. AKHROUF Samir, (2009), "Développement d'un système d'identification biométrique multimodale", [international] ICAI09 , Bordj Bou Arreridj Algérie
A Study of an Online Auction Implementation
Citation
M. AKHROUF Samir, (2009), "A Study of an Online Auction Implementation", [international] ICAI09 , Bordj Bou Arreridj Algérie
Interpolation Intercoupe Markovienne pour la Reconnaissance 3D des Images Médicales Anisotropiques.
Citation
M. AKHROUF Samir, (2009), "Interpolation Intercoupe Markovienne pour la Reconnaissance 3D des Images Médicales Anisotropiques.", [international] ICAI09 , Bordj Bou Arreridj Algérie
J2EE : Etude de cas d’une Application Web 3 tiers.
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M. AKHROUF Samir, (2009), "J2EE : Etude de cas d’une Application Web 3 tiers.", [international] ICAI09 , Bordj Bou Arreridj Algérie
Face Recognition Using PCA and DCT
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M. AKHROUF Samir, (2009), "Face Recognition Using PCA and DCT", [international] 2009 Fifth International Conference on MEMS NANO, and Smart Systems , Dubai UAE
Development of A New Face tracking Operator
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M. AKHROUF Samir, (2008), "Development of A New Face tracking Operator", [international] ICEE08 , Oran Algérie
Effecient Face Location Operator based on motion detection techniques
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M. AKHROUF Samir, (2008), "Effecient Face Location Operator based on motion detection techniques", [international] 2nd International Conference on Electrical Engineering Design and Technologies , Hammamet Tunisia
CMMS*net: A distributed and object-oriented Data Manipulation Language using CORBA
Citation
M. AKHROUF Samir, (2008), "CMMS*net: A distributed and object-oriented Data Manipulation Language using CORBA", [international] 2nd International Conference on Electrical Engineering Design and Technologies , Hammamet Tunisia
A specification tool for simulating a manufacturing system component
Citation
M. AKHROUF Samir, (2007), "A specification tool for simulating a manufacturing system component", [national] Journal of Advances in Computer Science and Engineering , Pushpa Publishing House
A Study of Free Form Deformations and their Applications
Citation
M. AKHROUF Samir, (2007), "A Study of Free Form Deformations and their Applications", [international] Conférence Internationale sur la productique , Université Ferhat Abbas, Sétif
Les Graphes Adjoints dans le Problème Centrale d'Ordonnancement
Citation
M. AKHROUF Samir, (2007), "Les Graphes Adjoints dans le Problème Centrale d'Ordonnancement", [national] Colloque International d'Analyse non Linéaire et Applications , Université de Sétif Algérie
Inside a descrete event simulation
Citation
M. AKHROUF Samir, (2005), "Inside a descrete event simulation", [international] Congrès International en Informatique Appliquée , Bordj Bou Arreridj Algérie