12th International Conference on Information Systems and Advanced Technologies "ICISAT 2022"

Name: 12th International Conference on Information Systems and Advanced Technologies "ICISAT 2022" | Intelligent Information, Data Science and Decision Support System
Brand: Springer
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Intelligent Information, Data Science and Decision Support System

Mohamed Ridda Laouar Valentina Emilia Balas Brahim Lejdel Sean Eom Mohamed Amine Boudia(Herausgeber*in)

Springer (Verlag)

Erschienen am 4. Februar 2023

IX, 577 Seiten

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978-3-031-25344-7 (ISBN)

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Inhalt

Intro
Contents
Modelling of Propagation Loss for Single Trees Using Simulated Coppice at Microwave Frequencies
1 Introduction
2 Measurement Details
3 Conclusion
References
A New Collective Simulated Annealing with Adapted Objective Function for Web Service Selection
1 Introduction
2 Related Work
3 Proposed Method
4 Experimentation
5 Case Study
6 Conclusion
References
An Image Encryption-Based Method for Handwritten Digit Recognition
1 Introduction
2 Related Works
3 Image Encryption Systems
3.1 RSA Encryption
3.2 ECC Encryption
3.3 Chaos Encryption
3.4 Knight Encryption
3.5 Arnold Encryption
3.6 Joseph Encryption
4 Proposed Method
5 Experimentation and Results
6 Conclusion and Perspectives
References
The Malaysian Higher Education Students' Perceptions and Acceptance Toward Mobile Learning During the COVID-19 Pandemic
1 Introduction
1.1 Mobile Learning in Malaysia During the COVID-19 Pandemic
2 Purpose and Objectives of the Study
3 The Conceptual Framework
4 Methodology
5 Results and Discussion
5.1 Respondent Profile
5.2 Perceptions of Mobile Technology Adoption
5.3 Mobile Learning Perceptions and Acceptance During the COVID-19 Pandemic
5.4 Open-Ended Items
6 Conclusion
References
Face Masks Use and Face Perception: Social Judgments and Emotion Recognition
1 Introduction
2 Key Parameters
2.1 Sex Recognition
2.2 Age Estimation
2.3 Trustworthiness
2.4 Attractiveness
2.5 Approachability
2.6 Emotion Perception
3 The Current Study
3.1 Participants
3.2 Materials and Stimuli
4 Design
4.1 Procedure
4.2 Data Analysis
5 Results
5.1 Experiment 1
5.2 Experiment 2
6 Discussion
References
Bibliometric Analysis of Research Publication Trends on the ICT Use in Government Institutions from 2015-2022
1 Introduction
2 Literature Review
2.1 Use ICT in Government
2.2 Bibliometrics Analysis
3 Research Methods
4 Finding and Discussion
4.1 Analysis of Global Publication
4.2 Mapping of Co-occurrences Analysis
4.3 Topic Classification and Theme Descriptions
5 Conclusion
References
A Paring-Free ID-Based Authenticated Key Agreement Protocol for IoT Environment
1 Introduction
1.1 Motivation
1.2 Outline of Paper
2 Related Work
3 Technical Background
3.1 Diffie Hellman Key Agreement Protocol
3.2 Elliptic Curve Cryptography
3.3 ECDL Hard Problem
3.4 Computational Diffie-Hellman Hard (CDHP) Problem
3.5 Identity-Based Encryption
4 Proposed Scheme
4.1 Setup
4.2 Private Key Extraction
4.3 Session Key Agreement
5 Security Analysis
5.1 MITM Attack
5.2 Known Provisionally Information Attack
5.3 Known Key Attack
5.4 Perfect Forward Security
5.5 PKG Forward Security
5.6 No Key Dominant
5.7 Replication and Unidentified Key Share Attack
6 Conclusion
References
Intention to Use Hackathon by Information Technology Programming Students
1 Introduction
2 Literature Review
3 Research Methodology
3.1 Material, Methods, Research Population and Sample
3.2 Instrument Development and Research Hypothesis
4 Results and Discussion
4.1 Reliability Analysis
4.2 Factor Analysis
4.3 Level of Hackathon Acceptance
4.4 Correlation Analysis
5 Conclusion, Recommendation, and Future Studies
References
Clustering Algorithms for Wireless Sensor Networks: A Review
1 Introduction
2 Overview on Clustering Mechanism
3 Analysis of Relevant Clustering Algorithms in WSNs
3.1 Literature Review
3.2 Classification of Clustering Techniques
4 Comparison Between Some Relevant Clustering Algorithms
5 Conclusion
References
Vision Sensor Surveillance for Online Stationary Object Detection Based on Basic Sequential Clustering
1 Introduction
2 Method Schema
3 Background Model and Foreground Estimation
4 Stationary Luggage Detection
4.1 Stationary Object Detection
4.2 MRF Framework
4.3 Stationary Human Event Elimination
5 Experimental Results
6 Conclusion
References
A Fuzzy Navigation Approach Using the Intelligent Lights Algorithm for an Autonomous Mobile Robot
1 Introduction
2 Related Works
2.1 Smarts Light Control System
2.2 Fuzzy Logic
2.3 Bee Colony Optimization (BCO)
2.4 Artificial Bee Colony
2.5 Neural Network
2.6 Particle Swarm Optimization
2.7 Genetic Algorithm
3 Methodology
3.1 The Smart Lights Control System
3.2 Discussion
4 Conclusion
References
Emotion Analysis of Social Media Content for Mental Health Improvement
1 Introduction
1.1 Anxiety
1.2 Stress
1.3 Depression
1.4 Loneliness
1.5 Eating Disorders
2 Overview
3 Methodology
3.1 Data Preprocessing
3.2 Sentiment Analysis of Tweet Content
3.3 Emotion Analysis of Tweet Content
4 Discussion
5 Limitations
6 Conclusion and Perspectives
References
Named Entity Recognition for Algerian Arabic Dialect in Social Media
Abstract
1 Introduction
2 Algerian Dialect: Overview and Specificities
3 Related Work
4 Methodology
5 Arabic Pre-trained Models
5.1 AraBERT
5.2 MARBERT
5.3 ARBERT
5.4 DziriBERT
5.5 mBERT
6 Experiments
6.1 Dataset
6.2 Experimentation Setup
7 Results
8 Discussion
9 Conclusion
References
Protection of Nurse-Sys Platform from Man-In the Middle Attacks
1 Introduction
2 Hardware Design and Testing
3 Neuro-Fuzzy Modeling
4 Attack Session Hijacking
5 Results and Discussion
5.1 Temperature Sensor Design
5.2 Analyzing Data in Server
6 Conclusion
References
On the Effectiveness of Dimensionality Reduction Techniques on High Dimensionality Datasets
1 Introduction
2 Materials and Method
2.1 Related Works
2.2 Data Normalization
2.3 Dimensionality Reduction Methods
3 Dataset Evaluation
4 Results and Discussion
5 Conclusion
References
Industries Application of Type-2 Fuzzy Logic
1 Introduction
2 T2FL is Used in Pattern Classification
3 T2FL is Used in the Classification
4 T2FL is Used in Intelligent Control
5 T2FL is Used in Other Regions of Use
5.1 Assembly Plants and Companies are Standard Techniques
5.2 Uses in the Manufacturing and Service Sectors
5.3 Uses Relating to Communication and Technologies
6 A Broad Review of the Industry and Its Prospects
7 Discussion
8 Conclusion
References
New Research Methodology to Analyze Time Series and Correlations' Reliability
1 Introduction
2 The Framework
2.1 CReMIT Module
2.2 Analysis Module (AM)
2.3 Random Correlations (RC)
3 Implementation of the Framework
4 Conclusion
References
A Comparative Study of Filter Feature Selection Methods on Microarray Data
1 Introduction
2 Related Works
3 Methods and Materials
3.1 ReliefF
3.2 Chi-Square
3.3 Mutual Information
3.4 Fisher Score
3.5 F-Score
3.6 Laplacian Score
3.7 Conditional Mutual Information Maximization (CMIM)
3.8 Minimum Redundancy Maximum Relevance
4 Results and Discussion
4.1 Datasets
5 Conclusion
References
Glaucoma Detection Using Optimal Batch Size for Transfer Learning and Ensemble Model Techniques
1 Introduction
2 Related Works
2.1 Pre-trained CNN
2.2 Generative Models
3 Contribution of the Paper
4 Method Overview
4.1 Pre-processing
4.2 Fine-Tuned Models
4.3 Batch Size Optimization
4.4 Ensemble Models
5 Experimental Results
5.1 Datasets Presentation
5.2 Method Performance
5.3 Training Time and Accuracy Comparison
5.4 Comparative Results
6 Discussions
7 Conclusion
References
A Semantic Interoperability Approach for Heterogeneous Meteorology Big IoT Data
1 Introduction
2 Related Work
3 Approach Overview
3.1 BID Sensing Module
3.2 BID Semantic Module
3.3 BID Cloud Module
4 Use Case and Implementation
4.1 Analysis of Collected Data
4.2 Creation and Population of the SWR Ontology
4.3 Querying the KB and Viewing Data
4.4 Publication of SWR on LOD Cloud
4.5 Using SWR on the Web
5 Conclusion and Future Work
References
Delineation of Raining Cloud Using a WkNN from Multispectral Data of SEVIRI Radiometer
1 Introduction
2 Region of Study and Data
2.1 Region of Study
2.2 The Data
3 Methodology
3.1 Application
4 Results and Discussion
5 Conclusions
References
Water Quality Monitoring Systems for Sub-saharan Africa: Towards an Effectiveness Framework
1 Introduction
2 Background
3 Effectiveness Framework
4 Research Design and Methodology
5 Findings and Discussion
5.1 In Situ Water Quality Monitoring Systems (In Situ)
5.2 Wireless Sensor Network Water Quality Monitoring Systems (WSN)
5.3 IoT and Cloud Computing Smart Water Quality Monitoring Systems (SWQMS)
5.4 Summary of Findings
6 Conclusion
References
Insect Recognition and Classification Using Optimized Densely Connected Convolutional Neural Network
1 Introduction
2 Literature Review
2.1 Automated Insect Species Identification Models
2.2 Local Feature Based Insect Recognition
2.3 Combination Model
2.4 ANN Model
2.5 CNN Model
3 Methodology
3.1 Dataset: Data Preprocessing and Augmentation
3.2 Densely Connected Convolutional Neural Network
3.3 Proposed Workflow Diagram
3.4 Feature Extraction Network
3.5 Training Overall Model
4 Experiment and Result Analysis
4.1 Technology and Modules
4.2 Effects of Learning Rate
4.3 Effects of Dropout Ratio
4.4 Performance Evaluation
4.5 Comparison with Other Methods
5 Conclusions and Future Scope
References
Semantic Ontology for Representing Breast Cancer Terminology
1 Introduction
2 Motivation for Using Ontology
3 Related Work
3.1 Comparison Between the Most Used Ontologies
3.2 Discussion
4 Breast Cancer Ontology: "BreastCanOnt"
4.1 Requirement Specification
4.2 Conceptualization
4.3 Formalization
4.4 Ontology "BreastCanPus" Implementation
4.5 The "Breastcanont" Test
5 Conclusions and Perspectives
References
Zynq-SoC vs. MicroBlaze Based SoC for Forest Fires Prediction: Comparison Study
1 Introduction
2 The Decision Tree Algorithm Theoretical Overview
3 MicroBlaze Based FFP SoC and the FFP Zynq-SoC Hardware Implementations
3.1 The FFP SoC Based on the MicroBlaze Processor
3.2 The FFP Zynq-SoC
4 Implementation Results Comparison and Discussion
4.1 Comparison of the DTIP Performance Within the MicroBlaze Based FFP SoC vs. FFP Zynq-SoC
4.2 Operating Frequency and on-Chip Power Consumption
4.3 Comparison Between the MicroBlaze Based FFP SoC Against the FFP ZynqSoC in Terms of Area
4.4 Comparison in Terms of Power Consumption Between the MicroBlaze Based FFP SoC Against the FFP Zynq-SoC
5 Conclusion
Appendix
References
Extraction of Association Rules from Data Stream Using Genetic Algorithm
1 Introduction
2 AR Extraction on Streaming Data
2.1 Batch processing
2.2 Genetic Algorithm Preprocessing
2.3 Purification of the Rules
3 Tests and Results
3.1 Tests on Dataset c20d10
3.2 Dataset Mushroom
3.3 Results After Varying the Bit Rate and the Buffer Size
4 Conclusion
References
Comparative Analysis of Diabetes Mellitus Predictive Machine Learning Classifiers
1 Introduction
2 Related Work
3 Methodology
3.1 Proposed System
3.2 Description of the Dataset
3.3 Dataset Preprocessing
3.4 Addressing the Missing Values Problem
3.5 Modeling
4 Experimental Results and Performance Analysis
5 Discussion
6 Conclusion
References
Functional, Multivariate Functional and Spatial PCA: Application to Covid-19 Data in the African Continent
1 Introduction
2 Functional Principal Component Analysis (FPCA)
2.1 Multivariate Functional Component Analysis (MFPCA)
2.2 Spatial Principal Components Analysis (sPCA)
3 Covid-19 Dataset and Preprocessing
4 Experimental Results
4.1 Exploring Patterns of Confirmed Cases of Covid-19 in Africa Using FPCA
4.2 Exploring Patterns of New Cases and Death Cases of Covid-19 in Africa Using MFPCA
4.3 Exploring Spatial Patterns of New Cases in Africa Using sPCA for Areal Data
5 Conclusion and Perspectives
References
Distributed Algorithm for Area Monitoring in Directional Sensor Networks
1 Introduction
2 Related Work
3 Proposed Approach
3.1 Directional Sensor Node Model
3.2 Proposed Algorithm
4 Performance Evaluation
4.1 Area Coverage Ratio
4.2 Active Sensors Ratio
5 Conclusion
References
Six Roles of ICT in Alleviating Depopulation of Rural Villages Through Improved Quality of Life
1 Introduction
2 Background
2.1 Depopulation
2.2 Depopulation in Rural Villages
2.3 The Quality of Life in Rural Villages
2.4 The Use of the ICT in Rural Villages
3 Research Design and Methodology
4 Findings and Discussions
4.1 Quality of Life
4.2 Improve Access to Information
4.3 Transform Everyday Activities
4.4 Disseminate Education
4.5 Develop Opportunities
4.6 Ensure Viability
4.7 Foster Resilience
4.8 Findings Summary
5 Conclusion
References
A Secure Framework Design for Digital Sensitive Content Certification
1 Introduction
2 Related Works
3 Secure Digital Quran Certification Framework Design
3.1 Problems with Digital Certificates
3.2 Proposed Blockchain-Based Design Framework for Digital Quran Certification
4 Conclusion
References
Cascaded Machine Learning-Based Emotion Detection Approach Using EEG Signals
1 Introduction
2 Related Work
3 Proposed Methodology
3.1 The Derivation of SWT Function
3.2 Algorithm/Program Code
4 Experiential Analysis
5 Comparison and Analysis with SVM and KNN
6 Conclusion and Future Work
References
Hierarchical Structure and Placement of MC Node in Optical WDM Network
1 Introduction
2 Formulation of the Problem
2.1 Network Parameters and Notations
2.2 Variables
2.3 Formulation
3 Multicast Capable Node Algorithms
3.1 Criterion of Selection Multicast Capable Node
3.2 Splitter Placement Algorithms
4 Simulation Results
5 Conclusion
References
Real-Time Automated Face Recognition System for Online Exam Examinee Verification
1 Introduction
2 Literature Review
3 Proposed Framework
3.1 Libraries Used
3.2 Objectives
3.3 Methodology
3.4 Challenges
4 Results
5 Conclusion
6 Future Scope
References
Gender Differences in Multi-modal Interface System for 3D Object Modelling
1 Introduction
2 Related Work
3 Methodology
4 Results and Discussion
5 Conclusion
References
Breast Cancer Detection Using Machine Learning
1 Introduction
2 Literature Review
3 Methodology
3.1 Dataset Description
3.2 Data Visualization
3.3 Code IDE
3.4 Confusion Matrix and Accuracy
3.5 Technology
3.6 Advantages
3.7 Disadvantages
4 Results and Discussions
5 Future Scope
6 Conclusion
References
Application Interface of CH Rooted File Browser for Web Servers
1 Introduction
1.1 Introduction to CH Root
1.2 Documentation Site
1.3 Dynamic IP Management
2 Literature Review
3 Methodology
4 Results and Discussion
5 Limitations
6 Future Scope
7 Conclusion
References
App Modernization Using GCP - Save Filter Data on an E-Commerce Platform
1 Introduction
2 Literature Survey
3 Objectives
4 Project Design
4.1 AWS to GCP Modernization
4.2 Process on GCP
4.3 Future State Architecture
4.4 GCP Consumption Costs
References
Automated Training Set Size Reduction for Detection of Small and Thin Objects
1 Introduction
2 Proposed Methods for Automated Training Set Size Reduction
2.1 Selection Based on Object Count
2.2 Selection Based on the Euclidean Distance of Feature Maps
2.3 Selection Based on Object Count and the Euclidean Distance of Features
3 Experiment
3.1 Setup for Experiment
3.2 Dataset and Data Selection
3.3 Neural Networks
3.4 Performance Metrics
4 Results and Discussion
5 Conclusion
References
Indoor Air Pollution Monitoring
1 Introduction
2 Literature Review
3 Working
4 Block Diagram and Flowchart
5 Circuit Diagram
6 Component Used
7 Results and Discussion
8 Conclusion
References
Study of Exploration and Exploitation Mechanisms in Nature Inspired Metaheuristics for Global Optimization
1 Introduction
2 Nature Inspired Metaheuristics
3 Exploitation and Exploration Mechanisms
4 Experimental Results
4.1 Used Benchmarks
4.2 Setting Parameters
4.3 Results
5 Conclusion
References
Interpretable Machine Learning for SME Financial Distress Prediction
1 Introduction
2 Related Work
3 Methodology
3.1 Data and Applied Models
3.2 Explainability Method
4 Empirical Findings
4.1 Model Findings
4.2 Explanations and Interpretations
5 Conclusions and Discussion
References
Smart Fuel Supply Pumps and the Possibilities of Reducing Losses in Time and Costs
1 Introduction
1.1 Fossil fuel
1.2 Biofuel
1.3 Does Biofuels Reduce Global Warming?
2 The Need to Mix Fuel with Alcohol
2.1 Mix Fuel and Ethanol
3 Conclusion
References
Using Chua's Chaotic Oscillator in Encryption Communication by ACO Identifications
1 Introduction
2 Chua's Chaotic Circuit
3 Optimization
3.1 Ant Colony Method ACO
3.2 Synchronization Process
4 Simulation Results
5 Conclusion
References
Deep-Learning Methods for the Classification of Normal and Pathological Blood Cells and Bone-Marrow Cells: A Comprehensive Review
1 Introduction
2 Literature Review
2.1 Pathology and Composition of Blood
2.2 Approach to the Microscopic Evaluation of Blood and Bone Marrow
2.3 Blood Disorders
3 Automation of Pathological Blood Cells Detection
3.1 Overview of Blood-Disorders' Detection
3.2 Data Sets Availability
3.3 Data-Pre-processing and Classification
4 Conclusion
References
Text Categorization Using Convolutional and Bidirectional Fast Gated Recurrent Unit
1 Introduction
2 Literature Reviews
3 Proposed Model
4 Datasets and Experimental Setup
4.1 Datasets
4.2 Settings
4.3 Text Representation
4.4 Model Variation
5 Performance Metrics
6 Results and Discussion
7 Conclusion
References
Intelligent Decision Support System of Big Data and IOT Analytics Interoperability with ERP Promoting SCM Sustainability in Automotive
1 Introduction
2 Literature Review
2.1 Digitalization
2.2 Big Data Analytics
2.3 IOT Analytics
2.4 ERP
2.5 SCM Sustainability
2.6 Sustainability Challenges in Automotive
3 Research Model
4 Discussion
4.1 Intelligent ERP
4.2 Intelligent - ERP in SCM Sustainability
4.3 Architecture Framework to Integrate Interoperability to Drive Pricing in ERP Using Dynamic Time-Inconsistency Economic Modeling
5 Conclusion
References
Patch Monopol Antenna for WLAN and Bluetooth/ISM (2.4-2.48 MHz), 2.5/3.5 GHz WIMAX (2.5-2.69/3.4-3.69 GHz) Applications
1 Introduction
2 Description of the Antenna
3 Parametric Study
4 Conclusion
References
Towards Early Public Health Emergency Anticipating with Emerging Non-health Data Per se
1 Introduction
1.1 Brief overview of Call Data Records
2 Literature Review
3 Proposed Approach
3.1 Data Description
3.2 Designed Model
4 Use Case
4.1 Brain Stroke
5 Recommending the shortest road
6 Review and discussion
7 Conclusions and outlooks
References
Multimedia Adaptation in Ubiquitous Systems: Literature Review, Critical Analysis and Future Trends
1 Introduction
2 Background
3 Taxonomy of Multimedia Adaptation Approaches in Context-Aware Ubiquitous Systems
3.1 Server-Side Adaptation
3.2 Client-Side Adaptation
3.3 Proxy-Based Adaptation
3.4 Peer-To-Peer Adaptation
4 Analysis and Comparison Between Multimedia Adaptation Approaches
5 Future Trends of New Multimedia Adaptation Approaches
6 Conclusion
References
Intelligent Energy Management System for Hybrid Electric Vehicle Based on Optimization Wavelet Neural Network by PSO Algorithm
1 Introduction
2 The Proposed Intelligent EMS Structure of the FCHEV
2.1 Power Sources Simulink Model of the Proposed FCHEV
3 Calculations and Power Flow Strategy
4 Control System Models for Single and Two Quadrature Converters
4.1 The Intelligent EMS for FC Converter
4.2 WNN-PI Controller Based on PSO for BAT Converter
5 Verification and Discussions of the Developed EMS Simulation Results
6 Conclusion
References
Author Index

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