Innovative Systems for Intelligent Health Informatics: Data Science, Health Informatics, Intelligent Systems, Smart Computing 3030707121, 9783030707125

This book presents the papers included in the proceedings of the 5th International Conference of Reliable Information an

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Table of contents :
Preface
Organization
IRICT2020 Organizing Committee
Honorary Co-chairs
Conference General Chair
Program Committee Chair
General Secretary
Technical Committee Chairs
Publications Committee
Publicity Committee
IT and Multimedia Committee
Treasure Committee
Logistic Committee Chair
Registration
International Technical Committee
Contents
Intelligent Health Informatics
Comparative Study of SMOTE and Bootstrapping Performance Based on Predication Methods
1 Introduction
2 Related Works
3 Experiments
4 Discussion
5 Conclusion
References
UPLX: Blockchain Platform for Integrated Health Data Management
1 Introduction
2 Blockchain Technology
3 Hyperledger Fabric
4 UPLX Interoperable Architecture
5 UPLX Data Structure
6 Conclusion
References
Convolutional Neural Networks for Automatic Detection of Colon Adenocarcinoma Based on Histopathological Images
1 Introduction
2 Methods and Dataset
2.1 Dataset
2.2 Convolutional Neural Networks
2.3 Proposed Model
2.4 Transfer Learning and Fine-Tune
3 Results
4 Discussion and Conclusion
References
Intelligent Health Informatics with Personalisation in Weather-Based Healthcare Using Machine Learning
1 Introduction
2 Background Study
2.1 Influence of Weather on Asthma and Eczema
2.2 Methods for Patients to Self-monitor Asthma and Eczema
2.3 Machine Learning in Weather-Based Healthcare
3 Methodology
4 Results and Discussion
5 Conclusion
References
A CNN-Based Model for Early Melanoma Detection
1 Introduction
2 Background
2.1 Related Works
2.2 Melanoma and Nevus Lesions
3 Methodology
3.1 Experimental Dataset
3.2 AlexNet Pre-trained Model
3.3 GoogleNet Pre-trained Model
4 Results and Discussion
5 Conclusion
References
SMARTS D4D Application Module for Dietary Adherence Self-monitoring Among Hemodialysis Patients
1 Introduction
1.1 Study Background
1.2 SMARTS D4D Module
2 Methodology
2.1 SMARTS D4D Module Development
2.2 Analysis of Existing Application System
2.3 Modules of Dual-Application Systems
2.4 Content and Face Validation Testing
3 Module Design, Development and Findings
3.1 Technology Deployed and System Architecture
3.2 Dual-System Implementation
3.3 Needs, Content and Face Validity Testing
4 Conclusion
References
Improved Multi-label Medical Text Classification Using Features Cooperation
1 Introduction
2 Preliminaries
2.1 Feature Extraction
2.2 Doc2Vec
2.3 Multi-label Classification
2.4 Multi-label Learning Approaches
3 Methodology
3.1 Medical Text Preprocessing
3.2 Feature Extraction
3.3 Multi-label Classification Stage
4 Experimental Results and Discussion
4.1 Used Data
4.2 Evaluation
5 Discussion
6 Conclusion
References
Image Modeling Through Augmented Reality for Skin Allergies Recognition
1 Introduction
1.1 Related Work
1.2 Proposed System
2 System Analysis, Design, and Implementation
3 System Testing and Evaluation
4 System Interface Design
5 Conclusion
References
Hybridisation of Optimised Support Vector Machine and Artificial Neural Network for Diabetic Retinopathy Classification
1 Introduction
2 Related Works
2.1 Support Vector Machine
2.2 Artificial Neural Network
2.3 Hybrid Machine Learning Algorithm
3 Proposed Work
3.1 Data from the Electronic Health Record
3.2 Performance Evaluation
3.3 The Overall Flow Architecture of Hybrid Optimised Support Vector Machine and Artificial Neural Network
4 Results
4.1 Comparison of Results Between SVM-NN, Optimised SVM, and Non-optimised SVM algorithms
5 Discussion
6 Conclusions
References
A Habit-Change Support Web-Based System with Big Data Analytical Features for Hospitals (Doctive)
1 Introduction
2 Related Work
2.1 Existing Systems
3 System Requirements and Analysis
3.1 Proposed Solutions
3.2 Development Methodology
3.3 System Architecture
4 Test and Evaluation of the System
4.1 Result
5 Conclusion and Future Work
References
An Architecture for Intelligent Diagnosing Diabetic Types and Complications Based on Symptoms
1 Introduction
2 Review of Literature
3 Research Methods
3.1 Back-Propagation Neural Networks
3.2 Data Clustering Algorithms
3.3 Fuzzy Logic Techniques
4 Result Analysis and Discussion
5 Conclusion
References
An Advanced Encryption Cryptographically-Based Securing Applicative Protocols MQTT and CoAP to Optimize Medical-IOT Supervising Platforms
1 Introduction
2 General Architecture
3 Methodology
3.1 Protocols Application IOT
4 Related Works
4.1 Comparative Study for the Proposed Protocols IOT
5 The Proposed Approach
6 Discussion
7 Conclusion and Perspectives
References
Pulmonary Nodule Classification Based on Three Convolutional Neural Networks Models
1 Introduction
2 Proposed Method
3 Experiments
3.1 Dataset and Preprocessing
3.2 Experiment Settings
3.3 Experiment Results
4 Conclusion
References
A Comparative Study on Liver Tumor Detection Using CT Images
1 Introduction
2 Related Works
3 Methodology
3.1 Data Collection
3.2 Data Augmentation
3.3 Machine Learning Techniques
3.4 Deep Learning Techniques
3.5 Transfer Learning
3.6 Deep Learning Pre-trained Model
4 Results and Discussion
5 Conclusion and Future Work
References
Brain Tumor Diagnosis System Based on RM Images: A Comparative Study
1 Introduction
2 Related Works
3 Methods
3.1 Dataset Collection Phase
3.2 Data Selection
3.3 Covert 3D MRI to JPEG Images
3.4 Deep Learning Method
3.5 Machine Learning Approach
3.6 Deep Learning Approach
3.7 Transfer Learning
3.8 Experimental Setup
4 Results and Discussion
5 Conclusion and Recommendations
References
Diagnosis of COVID-19 Disease Using Convolutional Neural Network Models Based Transfer Learning
1 Introduction
2 Related Works
3 Materials and Methods
3.1 Dataset Assembling
3.2 Proposed CNN Based Methodology
4 Results and Discussion
4.1 Training Results
4.2 Testing Results
4.3 Comparison with Related Works
5 Conclusion and Perspectives
References
Early Diagnosos of Parkinson’s Using Dimensionality Reduction Techniques
1 Introduction
2 Literature Review
3 Methodology
3.1 Data Set
3.2 Proposed Model
3.3 Dimensionality Reduction
3.4 Machine Learning Algorithms
4 Results and Discussion
5 Epilogue
References
Detection of Cardiovascular Disease Using Ensemble Machine Learning Techniques
1 Introduction
2 Related Work
3 Methodology
3.1 Dataset
3.2 Classification Algorithms
3.3 Evaluation Metrics
4 Results and Evaluation
5 Conclusion
References
Health Information Management
Hospital Information System for Motivating Patient Loyalty: A Systematic Literature Review
1 Introduction
2 Methods
2.1 Literature Search
2.2 Inclusion and Exclusion Criteria
2.3 Data Extraction
3 Results
3.1 Search Results
4 Discussion
4.1 Prevalence of HIS Tasked with Motivating Patient Loyalty
4.2 Efficacy of HIS Tasked with Motivating Patient Loyalty
4.3 Gaps in the Literature
4.4 Limitations
5 Conclusions and Directions for Future Research
References
Context Ontology for Smart Healthcare Systems
1 Introduction
2 Related Work
3 Smart Healthcare Context Properties Analysis
4 Context Ontology for Mobile Service
5 The Evaluation of the Proposed Context Ontology
6 Conclusion and Future Work
References
A Modified UTAUT Model for Hospital Information Systems Geared Towards Motivating Patient Loyalty
1 Introduction
2 Literature Review
2.1 Capability
2.2 Configurability
2.3 Ease of Use/Help Desk Availability and Competence (EU)
2.4 Accessibility/Shareability
3 Modified UTAUT Model for HISPL
4 Conclusions and Directions for Future Work
References
Teamwork Communication in Healthcare: An Instrument (Questionnaire) Validation Process
1 Introduction
2 Literature Review
3 Model
4 Discussion
5 Conclusion
6 Appendix A
References
Potential Benefits of Social Media to Healthcare: A Systematic Literature Review
1 Introduction
2 Methodology
3 Results
3.1 User Classification
4 Discussion
5 Conclusion
References
Exploring the Influence of Human-Centered Design on User Experience in Health Informatics Sector: A Systematic Review
1 Introduction
2 Previous Works
3 Method
3.1 Research Questions
3.2 Search Strategy
3.3 Inclusion and Exclusion Criteria
3.4 Quality Assessment and Data Extraction
3.5 Data Analysis
4 Result
4.1 Year Published
4.2 Methodology
4.3 Publication Sources
4.4 Context of Study
4.5 Discussion of SLR
5 Discussion
6 Conclusion
References
An Emotional-Persuasive Habit-Change Support Mobile Application for Heart Disease Patients (BeHabit)
1 Introduction
1.1 Background
2 Proposed Solution
2.1 System Design
3 System Development Methodology
3.1 System Implementation
4 Testing and Evaluation
4.1 Unit Testing
4.2 Integration Testing
4.3 System Testing and User Acceptance Evaluation
5 Conclusion and Future Work
References
A Systematic Review of the Integration of Motivational and Behavioural Theories in Game-Based Health Interventions
1 Introduction
2 Integration of Theories
3 Review Procedure
3.1 Search Strategy
3.2 Data Analysis
4 Analysis
4.1 What Theories Were Targeted?
4.2 What Behaviours Were Targeted?
4.3 What Groups Were Targeted?
5 Discussion
6 Conclusion
References
Adopting React Personal Health Record (PHR) System in Yemen HealthCare Institutions
1 Introduction
2 Related Works
3 Advantages of Using and Improving the PHRs Systems
4 Methodology and System Design
4.1 Determining Level of Interest
4.2 System Technology Selection
4.3 System Framework and Users’ Interface
5 Conclusion
References
Artificial Intelligence and Soft Computing
Application of Shuffled Frog-Leaping Algorithm for Optimal Software Project Scheduling and Staffing
1 Introduction
1.1 The SFLA Algorithm
2 Related Works
3 Methodology
3.1 Frog Representation
3.2 SFLA Design
3.3 Fitness Function
4 Results and Discussion
5 Conclusion
References
A Long Short Term Memory and a Discrete Wavelet Transform to Predict the Stock Price
1 Introduction
2 Literature Survey
3 Prediction Using DWT and LSTM
3.1 Discrete Wavelet Transform (DWT)
3.2 Long Short-Term Memory
4 Experimental Setup
4.1 Data Description
4.2 Prediction Procedure
5 Results
6 Conclusions and Future Work
References
Effective Web Service Classification Using a Hybrid of Ontology Generation and Machine Learning Algorithm
1 Introduction
2 Related Work
3 Proposed Classification Approach
3.1 Dataset Collection
3.2 Data Pre-processing
3.3 Designing Context Ontology
3.4 A Hybrid Approach of Ontology and SVMs Classifier
3.5 A Hybrid Approach of Ontology and NB Classifier
3.6 Training and Testing
3.7 Evaluation Metrics
4 Result Analysis
5 Future Work
References
Binary Cuckoo Optimisation Algorithm and Information Theory for Filter-Based Feature Selection
1 Introduction
2 Background
2.1 Binary Cuckoo Optimisation Algorithm
2.2 Information Gain Based Entropy
2.3 Mutual Information
2.4 Some Related Works
3 Proposed Approaches
3.1 BCOA Based MI for FS
3.2 BCOA Based Information Gain Entropy for FS
3.3 Relevance and Redundancy Weighted Values in BCOA-MI and βCOA-E
3.4 Experimental Design
4 Discussion of Results
4.1 Results of BCOA-MI and BCOA-E
4.2 Results of BCOA-MI and BCOA-E with ΒWeighted Values
4.3 Average Fitness of BCOA-MI and BCOA-E
4.4 Convergence Trends of BCOA-MI and BCOA-E
4.5 Comparison with Other Existing Approaches
5 Conclusions and Future Works
References
Optimized Text Classification Using Correlated Based Improved Genetic Algorithm
1 Introduction
1.1 Text Classification
1.2 Genetic Optimization
2 Related Works
3 Proposed Approach
3.1 Proposed IGA
3.2 IGA Based Text Classification
4 Experimental Environment
5 Results and Discussions
6 Conclusions
References
Multi-objective NPO Minimizing the Total Cost and CO2 Emissions for a Stand-Alone Hybrid Energy System
1 Introduction
2 The Problem of Optimal Sizing
2.1 Construction of the Proposed HES
2.2 Data Collection
2.3 Modeling of the Proposed HES
3 Nomadic People Optimizer (NPO)
3.1 The Objective of the Proposed Algorithm
4 Total System Cost CT
5 Total CO2 Emissions (ECO2T)
5.1 The Constraints
6 Results and Discussions
6.1 Optimal Configuration
7 Conclusions
References
A Real Time Flood Detection System Based on Machine Learning Algorithms
1 Introduction
2 Background and Related Work
2.1 Artificial-Neural-Networks (ANNs)
2.2 Adaptive-Neuro-Fuzzy Inference System (ANFIS)
2.3 Decision Tree (DT) and Ensemble-Prediction-Systems (EPSs)
3 Proposed Methodology
3.1 Experimental Design
4 Results and Discussion
5 Conclusions
References
Extracting Semantic Concepts and Relations from Scientific Publications by Using Deep Learning
1 Introduction
2 Ontology Construction Challenges
3 Deep Belief Network
4 Methodology
4.1 Concept Relevance Measurements
4.2 Semantic Relations
4.3 Extracting Semantic Concepts and Relations
5 Conclusion
References
Effectiveness of Convolutional Neural Network Models in Classifying Agricultural Threats
1 Introduction
2 Related Work
3 The Architecture of Convolutional Neural Network (CNN)
3.1 Convnet Layers
3.2 Activation Functions
3.3 Regularization
4 Research Methodology
4.1 Dataset Collection
4.2 Data Pre-processing
4.3 Applying the Convolutional Neural Network (CNN) Models
4.4 Training and Testing
5 Result Analysis
6 Future Work
References
A Study on Emotion Identification from Music Lyrics
1 Introduction
2 Emotion Models
3 Affective Lexicon
4 Features from Music Lyrics
5 Lyrics Datasets for Emotion Identification
6 A Review of Emotion Identification from Music Lyrics
7 Discussion
8 Conclusion
References
A Deep Neural Network Model with Multihop Self-attention Mechanism for Topic Segmentation of Texts
1 Introduction
2 Related Works
3 Model Architecture
3.1 Input Representation Layer
3.2 Bidirectional LSTM (BiLSTM) Layer
3.3 Highway Network Layer
3.4 Multihop Self-attention Layer
3.5 Output and Training
4 Experiments
4.1 Datasets
4.2 Evaluation Metrics
4.3 Baselines
4.4 Preprocessing
4.5 Training and Parameters
5 Results and Discussion
5.1 Comparison with the BayesSeg Model
5.2 Comparison with Att-CNN-BiLSTM Model
6 Conclusion
References
Data Science and Big Data Analytics
Big Data Interoperability Framework for Malaysian Public Open Data
1 Introduction
2 The Proposed Big Data Interoperability Framework
3 Prototype
4 Conclusion
References
The Digital Resources Objects Retrieval: Concepts and Figures
1 Introduction
2 Digital Cultural Heritage Collections
3 Evaluation Performance Measurement in DRO Retrievals
4 Statistical Test in DROs
5 Findings
6 Summary and Conclusion
References
A Review of Graph-Based Extractive Text Summarization Models
1 Introduction
2 Extractive Text Summarization
3 Graph-Based ATS Models
3.1 Static Graph-Based Model
3.2 Dynamic Graph-Based Model
3.3 Graph Pruning-Based Model
3.4 Hypergraph-Based Model
3.5 Affinity Graph-Based Model
3.6 Semantic Graph-Based Model
3.7 Multigraph-Based Model
4 Discussion
5 Conclusion
References
Review on Emotion Recognition Using EEG Signals Based on Brain-Computer Interface System
1 Introduction
2 Brain-Computer Interface (BCI)
2.1 Medical Field
2.2 Entertainment Field
3 EEG Signals Acquisition
4 Feature Extraction
5 Classification Methods
6 Discussion of the Results of Emotion Recognition Methods Using EEG Signals
6.1 Technology Challenges
6.2 User Challenges
6.3 Discussion
7 Conclusions
References
A New Multi-resource Deadlock Detection Algorithm Using Directed Graph Requests in Distributed Database Systems
1 Introduction
2 Related Work
3 The Proposed Algorithm: Multi Resource Deadlock Detection (MRDD)
4 Analytical Model Analysis
4.1 Multi Resource Deadlock Detection in Two Sites with Eight Transactions
5 Performance Analysis
6 Conclusion
References
Big Data Analytics Model for Preventing the Spread of COVID-19 During Hajj Using the Proposed Smart Hajj Application
1 Introduction
2 Related Works
3 Methodology
3.1 First Step (Research Question)
3.2 Second Step (Data Collection)
3.3 Third Step (Investigation)
3.4 Fourth Step (Research)
3.5 Fifth Step (Results/Knowledge)
4 System Architecture
5 Conclusion
References
Financial Time Series Forecasting Using Prophet
1 Introduction
2 Literature Review and Current Practices
3 Prophet Model and Research Methodology
4 Experimental Results
4.1 Data Set and Evaluation Measure
4.2 Results
5 Conclusion
References
Facial Recognition to Identify Emotions: An Application of Deep Learning
1 Introduction
2 Background and Related Works
3 Proposed Recognition Approach
3.1 The Convolution Step
3.2 The Pooling Step
3.3 The Flattening
3.4 Optimization for Deep Learning
4 Test and Discussion
4.1 Test Data
4.2 Results
4.3 Evaluation Measure
4.4 Discussion
5 Conclusion
References
Text-Based Analysis to Detect Figure Plagiarism
1 Introduction
2 Methods
2.1 Similarity Score Based Text Comparison
3 Experimental Design and Dataset
4 Results and Evaluation
5 Conclusions and Future Work
References
A Virtual Exploration of al-Masjid al-Nabawi Using Leap Motion Controller
1 Introduction
2 Related Works
3 Methodology
3.1 Building the 3D Space
3.2 Interaction Technique
4 Results and Discussion
5 Conclusion and Future Work
References
Comparison of Data Analytic Techniques for a Spatial Opinion Mining in Literary Works: A Review Paper
1 Introduction
2 Methods for a Spatial Opinion Mining in Literary Works
2.1 Natural Language Processing and Text Analytics
2.2 Opinion Mining
2.3 Topic Modelling
2.4 Sentiment Analysis (SA)
3 Comparison and Discussion Between Sentiment Analysis and Topic Modelling Approaches
3.1 Comparison and Discussion on Different Sentiment Analysis Approaches
3.2 Comparison of Topic Modelling: Latent Dirichlet Allocation (LDA) and Latent Semantic Analysis (LSA)
4 Conclusion
References
Open Data in Prediction Using Machine Learning: A Systematic Review
1 Introduction
1.1 Background
1.2 Problem Description
2 Methodology
2.1 Research Questions (RQs)
2.2 Data Collection
2.3 Results Included
2.4 Data Extraction
2.5 Data Extraction
3 Results
3.1 Bibliometric Research Questions (BRQs)
3.2 Content Research Questions (CRQs)
4 Discussion
5 Conclusion and Research Opportunities
References
Big Data Analytics Based Model for Red Chili Agriculture in Indonesia
1 Introduction
1.1 Background
2 Methods
2.1 Review on Big Data Analytics
2.2 Proposed BDA Model.
3 Conclusion
3.1 Research Limitations and Future Research.
References
A Fusion-Based Feature Selection Framework for Microarray Data Classification
1 Introduction
2 Related Studies
3 Methods
3.1 Fusion-Based Feature Selection
3.2 Classification Phase
4 Experimental Design
4.1 Datasets
4.2 The Implemented Scenarios of the Proposed Framework
4.3 Performance Evaluation Measure
5 Results and Discussion
6 Conclusion
References
An Approach Based Natural Language Processing for DNA Sequences Encoding Using the Global Vectors for Word Representation
1 Introduction
2 Related Work
3 Method
3.1 Build the Corpus
3.2 Train the Embedding Model
3.3 Transform DNA Fragments into Numerical Vector Using Trained Embedding Model.
4 Datasets
5 Results and Discussion
6 Conclusion
References
Short-Term CO2 Emissions Forecasting Using Multi-variable Grey Model and Artificial Bee Colony (ABC) Algorithm Approach
1 Introduction
2 Grey Relational Analysis Methods
2.1 Multi-variable Grey Model GM(1,N).
2.2 ABC Algorithm Based GM(1,N) Model.
3 Results and Discussion
4 Conclusion
References
IoT and Intelligent Communication Systems
A Reliable Single Prediction Data Reduction Approach for WSNs Based on Kalman Filter
1 Introduction
2 Proposed Approach
2.1 Data Reduction Phase (DR)
2.2 Data Prediction Phase (DR)
3 Implementation and Results
3.1 Datasets
3.2 Results and Analysis
4 Conclusion and Future Work
References
A Real-Time Groundwater Level Monitoring System Based on WSN, Taiz, Yemen
1 Introduction
2 Literature Work
3 The Proposed Groundwater Framework
3.1 Case Study
3.2 Methodology
4 Results and Discussions
5 Conclusion
References
Design and Simulation of Multiband Circular Microstrip Patch Antenna with CSRR for WLAN and WiMAX Applications
1 Introduction
2 Antenna Design Methodology
2.1 Development of the Initial Antenna
2.2 Improving the Antenna Characteristics
2.3 Parametric Analysis
3 Simulation Results and Discussion
4 Conclusion
References
Reference Architectures for the IoT: A Survey
1 Introduction
2 Background
3 Reference Architectures for IoTs
3.1 IoT Reference Architecture by Guth et al. [15]
3.2 Industrial Internet Reference Architecture (IIRA) [24]
3.3 WSO2’s Reference Architecture [1]
3.4 Internet of Things Architecture (IoT-A) [4, 8, 10, 16, 17, 24, 26]
3.5 IoT Architecture Reference Model (ARM) [3, 7]
4 Analysis of the Surveyed IoT RAs
5 Related Work
6 Conclusions
References
A Circular Multiband Microstrip Patch Antenna with DGS for WLAN/WiMAX/Bluetooth/UMTS/LTE
1 Introduction
2 The Proposed Multiband Microstrip Patch Antenna
2.1 Developing the Reference Antenna
2.2 The Optimized Antenna Design
3 Simulations and Results
3.1 Evaluating the Performance of the Optimized Antenna
3.2 Parametric Analysis
4 Conclusions
References
Anomaly Intrusion Detection Systems in IoT Using Deep Learning Techniques: A Survey
1 Introduction
2 Literature Review
3 Discussion
4 Techniques Used
5 Dataset Used
6 Limitations of the Existing Studies
7 Recommendation
8 Conclusion
References
Security and Threats in the Internet of Things Based Smart Home
1 Introduction
2 Smart Home Environment
2.1 Elements of Smart Homes
2.2 Internet of Things (IoT) Architecture
3 Security Threats in the IoT
3.1 Common Threats
4 Security Measures for Smart Home
4.1 Security Components
4.2 Security Attacks and Solutions
5 Derive Security Threats Countermeasure Frameworks
6 Conclusion
References
Simulation and Control of Industrial Composition Process Over Wired and Wireless Networks
1 Introduction
2 Methodology and Design Implementation
2.1 Controller Design
2.2 TrueTime Simulator
2.3 Topology of WNCS
2.4 Controller Design in TrueTime
3 Results and Discussion
3.1 Simulation of Wired Control System
3.2 Wired vs Wireless
4 Conclusion
References
Performance Degradation of Multi-class Classification Model Due to Continuous Evolving Data Streams
1 Introduction
2 Related Work
3 Research Methodology
3.1 Tentative Solution- Overview
4 Conclusion and Future Consideration
References
Compact Wide-Bandwidth Microstrip Antenna for Millimeter Wave Applications
1 Introduction
2 Antenna Design Procedure
2.1 Design Guidelines
3 Simulation Results and Discussions
3.1 Simulated Return Loss and Bandwidth
3.2 Simulated Voltage Standing Wave Ratio (VSWR)
3.3 Simulated 3D Gain
4 Conclusions
References
Dual-Band Rectangular Microstrip Patch Antenna with CSRR for 28/38 GHz Bands Applications
1 Introduction
2 Antenna Design Methodology
2.1 The Reference Antenna Design
3 Simulation Results and Discussion
3.1 Performance of the Optimized Antenna
3.2 Parametric Analysis
3.3 Performance Comparison with Previous Published Work
4 Conclusion
References
Dual Band Rectangular Microstrip Patch Antenna for 5G Millimeter-Wave Wireless Access and Backhaul Applications
1 Introduction
2 Antenna Design and Configuration
3 Parametric Analysis and Design Optimization
4 Results and Discussions
5 Conclusions
References
Design of Wireless Local Multimedia Communication Network (WLMmCN) Based on Android Application Without Internet Connection
1 Introduction
2 Technical Background
3 WLMmCN Architecture
4 Results
5 Conclusions
References
A Statistical Channel Propagation Analysis for 5G mmWave at 73 GHz in Urban Microcell
1 Introduction
2 Channel Propagation Models
3 MIMO-OFDM Communication Scenarios
4 The Key Parameters
5 Results, Analysis and Discussion
6 Conclusion
References
Advances in Information Security
Robot Networks and Their Impact on Cyber Security and Protection from Attacks: A Review
1 Introduction
2 Related Works
3 Research Methodology
4 Importance of Cyber Security
5 Botnets Architectures
5.1 Centralized Architecture
5.2 Peer-To-Peer Architecture
5.3 Hybrid Architecture
6 How Botnets Attacks Works
7 Threats Represented by Botnets
8 Preventing Botnets Attacks
9 Improving Organizations and Individual Cyber Security
10 The Finding
11 Conclusion
References
An Efficient Fog-Based Attack Detection Using Ensemble of MOA-WMA for Internet of Medical Things
1 Introduction
2 Machine Learning Attack Detection in Security of IoMT
3 Methodology
3.1 Dataset and Methods
3.2 Research Design
3.3 Evaluation Metrics
4 Results and Discussion
5 Conclusion
References
A New DNA Based Encryption Algorithm for Internet of Things
1 Introduction
2 Background and Related Work
2.1 IoT and Encryption
2.2 Related Work
3 Proposed DNA Encryption Algorithm
4 Experimental Result and Discussion
5 Conclusion
References
Watermarking Techniques for Mobile Application: A Review
1 Introduction
2 Related Works
3 Watermarking for Mobile Applications
3.1 Mobile Architecture
4 Methodology
5 Discussion
6 Conclusion
References
Analysis and Evaluation of Template Based Methods Against Geometric Attacks: A Survey
1 Introduction
2 Literature Review
2.1 Template Based Methods in Transform Domains
2.2 Template Based Methods in Spatial Domains
3 Discussion
4 Conclusion
References
Survey of File Carving Techniques
1 Introduction
2 Traditional/Basic Carving Algorithm
2.1 Header/Footer Carving or Signature-Based Carving
2.2 Header/Maximum Size Carving’s Algorithm
2.3 Header/Embedded Length Carving
2.4 File-Structure Based Carving
3 Advance Carving Algorithm
3.1 Bifragment Gap Carving Algorithm
3.2 Aho-Corasick Algorithm
3.3 Hash-Based Carving Algorithm
3.4 Decision-Theoretic Algorithm (DECA)
3.5 Orphaned Fragment Carving Algorithm
4 Conclusion
References
Affecting Factors in Information Security Policy Compliance: Combine Organisational Factors and User Habits
1 Introduction
2 Literature Review
2.1 Organisation Commitment
2.2 Organisation Culture
2.3 Reward
2.4 Habit
3 Research Methodology
4 Research Finding
5 Discussion
6 Conclusion
References
Mitigation of Data Security Threats in Iraqi Dam Management Systems: A Case Study of Fallujah Dam Management System
1 Introduction
2 Background
2.1 Related Works
2.2 Case Study: Fallujah Dam
2.3 Security Issues
3 Method and Materials
3.1 Design of Dam Management System
3.2 Multi-Tier Secure Model
4 Findings and Discussion
5 Conclusions and Future Work
References
Advances in Information Systems
Development and Validation of a Classified Information Assurance Scale for Institutions of Higher Learning
1 Introduction
2 Related Work
3 Methodology
3.1 Selection of Experts
3.2 Invitation of Participants and Distribution of Survey Forms
3.3 Analysis of Responses
3.4 Revision and Final Scale
4 Conclusion
5 Limitations
References
Sustainable e-Learning Framework: Expert Views
1 Introduction
2 The Successful Development of Sustainable e-learning
2.1 Sustainable e-learning Framework (SeLF)
3 Methodology
4 Results and Discussion
4.1 SeLF’s Contribution Towards Sustainability Approach
4.2 Sustainable e-learning Approach
4.3 Higher Education Practices
5 Conclusion
References
Derivation of a Customer Loyalty Factors Based on Customers’ Changing Habits in E-Commerce Platform
1 Introduction
2 Background of the Problem
3 Literature Review
3.1 E-commerce
3.2 Customer Service in E-commerce
3.3 Business-to-Consumer (B2C)
3.4 Customer Satisfaction in Customer Loyalty
3.5 Loyalty in E-commerce (E-loyalty)
3.6 Customers Changing Habits
4 Methodology
5 Model Development
5.1 Derivation of Factors
6 Conclusion
References
Analysis of Multimedia Elements Criteria Using AHP Method
1 Introduction
2 Literature Review
3 Methodology
3.1 Problem and Objective
3.2 Structure Elements into Criteria, Sub-criteria and Alternatives
3.3 The Pairwise Comparison Process
3.4 Calculate Weighting and Consistency Ratio (CR) Determination for the Interaction Element Criteria
3.5 Evaluate Alternatives According to Weighting and Get Ranking
4 Result and Finding
5 Conclusion
References
The Development of a Criteria-Based Group Formation Systems for Student Group Work
1 Introduction
2 Literature Review
3 Methodology
4 Prototype Development
5 User Acceptance
6 Conclusion
References
Trusted Factors of Social Commerce Product Review Video
1 Introduction
2 Systematic Literature Review (SLR)
2.1 Purpose of the Literature Review
2.2 Practical and Training
2.3 Searching for the Literature
2.4 Practical Screen
2.5 Quality of Appraisal
2.6 Data Extraction
3 SLR Findings
3.1 Product Review Video
3.2 Online Video Sharing Platforms
3.3 Trusted Factors of Product Review Video
4 Conclusion
References
Building Information Modelling Adoption: Systematic Literature Review
1 Introduction
2 Literature Review
3 Methodology
4 Findings and Analysis
4.1 Technology Adoption Theories in BIM Adoption Research
4.2 Independent Variables in BIM Adoption Studies
4.3 Dependent Variables in BIM Adoption Studies
5 Conclusion
References
Adoption of Smart Cities Models in Developing Countries: Focusing in Strategy and Design in Sudan
1 Introduction
2 Literature Review
3 A Guide for Applying the Smart City Model
3.1 Organizational Structure for the Smart City
3.2 Vision and Goals
3.3 Evaluation of E-readiness
3.4 Documenting Operations
3.5 Redesigned Processes
3.6 Executive Plan
3.7 Management of Change
4 Framework Analysis
5 Conclusion
References
Factors Affecting Customer Acceptance of Online Shopping Platforms in Malaysia: Conceptual Model and Preliminary Results
1 Introduction
2 Theoretical and Conceptual Background
2.1 Technology Acceptance Model
2.2 Related Factors on Customer Online Shopping Acceptance
3 Conceptual Model Constructs
3.1 Website Content
3.2 Website Design
3.3 Perceived Enjoyment
3.4 Perceived Ease of Use
3.5 Perceived Usefulness
3.6 Trust
3.7 Customer Service Quality
4 Methodology
5 Results and Data Analysis
5.1 Demographic Information
5.2 Measurement Model
6 Conclusion
References
Student Compliance Intention Model for Continued Usage of E-Learning in University
1 Introduction
2 Research Problem
3 Literature Review
4 Research Methodology
5 Proposed Model
6 Conclusion
References
Digital Information and Communication Overload Among Youths in Malaysia: A Preliminary Review
1 Introduction
2 Literature Review
2.1 Digital Information and Communication
2.2 The Impact of Information and Communication Overload
2.3 Information and Communication in Modern Day
3 Methodology
4 Discussion
5 Conclusion
References
The Effect of Using Social Networking Sites on Undergraduate Students’ Perception and Academic Performance at University of Taiz-Yemen
1 Introduction
1.1 Problem Statement
1.2 Research Objectives
1.3 Research Questions
2 Literature Review
3 Research Methodology
3.1 Measurement Variables
3.2 Data Analysis
4 Findings
4.1 Profile of Respondents
4.2 Most Popular SNSs for Academic Purposes
4.3 Student Use and Academic Performance
5 Conclusion
References
Building Information Modelling Adoption Model for Malaysian Architecture, Engineering and Construction Industry
1 Introduction
2 Literature Review
3 Methodology and Proposed Model
4 Findings and Analysis
4.1 Demographic Analysis
4.2 Measurement Model
4.3 Hypothesis Testing
5 Discussion and Conclusions
References
Digital Government Competency for Omani Public Sector Managers: A Conceptual Framework
1 Introduction
2 Related Work
2.1 Digital Government and Competencies
2.2 Related Theories on Digital Competency
2.3 The Gap in the Existing DGC Study
3 Methodology
3.1 Research Design
3.2 Data Collection
3.3 Data Analysis
4 Research Conceptual Framework
4.1 Management Competency
4.2 Soft Skills Competency
4.3 Digital Literacy
4.4 Digital Creativity and Innovation
4.5 Information Security Competency
4.6 Digital Leadership Competency
5 Conclusion and Future Work
References
Computational Vision and Robotics
Landmark Localization in Occluded Faces Using Deep Learning Approach
1 Introduction
2 Related Studies
2.1 Models for Facial Landmark Localization
2.2 Dataset for Landmark Detection
3 Methodology and Implementation
4 Experimental Results
5 Conclusion and Future Work
References
Contrast Image Quality Assessment Algorithm Based on Probability Density Functions Features
1 Introduction
2 Optimization of Contrast Features in NR-IQA-CDI
2.1 Addressing the Problems of the Existing NR-IQA-CDI
2.2 Application of Monotonic PDF of Contrast Feature in NR-IQA-CDI
3 Experimental Results and Discussions
3.1 Evaluation Methodology
3.2 NR-IQA-CDI-MPCF Evaluation
3.3 Statistical Performance Analysis
4 Conclusion
References
The Impact of Data Augmentation on Accuracy of COVID-19 Detection Based on X-ray Images
1 Introduction
2 Related Work
3 Methodology and Dataset
3.1 Dataset
3.2 Convolutional Neural Networks
3.3 Data Augmentation
3.4 Proposed Model
4 Results
5 Discussion
6 Conclusion
References
A Fusion Schema of Hand-Crafted Feature and Feature Learning for Kinship Verification
1 Introduction
2 Related Works
3 Proposed Method
3.1 Hand-Crafted: Histogram of Oriented Gradients (HOG)
3.2 Feature Learning: Convolutional Neural Network (CNN)
3.3 Fusion Hand-Crafted Feature and Feature Learning
3.4 Features Subtracting Absolute Value
4 Experiments and Evaluation
4.1 KinFaceW-I and KinFaceW-II Databases
4.2 Experimental Setting
5 Results and Discussion
5.1 Experimental Results on KinFaceW-I and KinFaceW-II Databases
6 Conclusion and Future Works
References
Lossless Audio Steganographic Method Using Companding Technique
1 Introduction
2 Materials and Methods
2.1 Integer Wavelet Transform
2.2 Companding Techniques
2.3 Fredkin Gate
2.4 The Proposed Method
2.5 Performance Evaluation Metrics
3 Results and Discussion
4 Conclusions
References
Smart Traffic Light System Design Based on Single Shot MultiBox Detector (SSD) and Anylogic Simulation
1 Introduction
2 Methods
3 Results and Discussion
3.1 Design
3.2 Trial
3.3 Data Processing
3.4 Analysis
4 Conclusion
References
Learning Scope of Python Coding Using Immersive Virtual Reality
1 Introduction
2 Materials and Methods
2.1 Architecture of VR Learning Apps
2.2 Types of Interaction Techniques Used
2.3 Implementation Details
2.4 Experiments and Evaluation
3 Results and Discussion
3.1 Experiments I
3.2 Experiments II
4 Conclusion
References
Automatic Audio Replacement of Objectionable Content for Sri Lankan Locale
1 Introduction
2 Related Work
2.1 Automatic Objectionable Content Detection and Replacement in Audio
2.2 Automatic Objectionable Content Detection in Text
2.3 Libraries and Other Implementations
3 System Overview
3.1 DSP Module
3.2 Speech Recognition Module
3.3 NLP Module
3.4 Audio Replacing Module
4 Methodology
4.1 Data Corpus Collection
4.2 Preprocessing of Data
4.3 Building and Evaluating the Model
5 Evaluation
6 Conclusion
References
A Comparison of CNN and Conventional Descriptors for Word Spotting Approach: Application to Handwritten Document Image Retrieval
1 Introduction
2 Related Work
2.1 Supervised-Learning-Free Word-Spotting Techniques
2.2 Supervised-Learning Techniques
3 Methodology
3.1 Interest Points-Based Approach
3.2 CNN Based Approach
3.3 Handwritten Dataset
4 Result and Discussions
4.1 Results
4.2 Discussion
5 Conclusion
References
Handwritten Arabic Character Recognition: Comparison of Conventional Machine Learning and Deep Learning Approaches
1 Introduction
2 Overview of the Arabic Handwriting Recognition Systems
3 Proposed Methods
3.1 Method Based on Conventional Machine Learning
3.2 Method Based on Deep Learning Using CNN Models
4 Evaluation and Results
5 Conclusion
References
Document Image Edge Detection Based on a Local Hysteresis Thresholding and Automatic Setting Using PSO
1 Introduction
1.1 Overview of Edge Detection
2 Proposed Approach
2.1 Parameter Optimization Using PSO
2.2 Our Proposed Version of Pratt’s Formula
2.3 Toward an Unsupervised Segmentation Method Using an Adaptive Thresholding
3 Experimentation and Results
3.1 Evaluation of Conventional Edge Detectors Genericity
3.2 Evaluation of Our Improved Version of Pratt’s Metric
3.3 Our Proposed Method Evaluation
4 Discussion and Further Analysis
5 Conclusion
References
Fast I2SDBSCAN Based on Integral Volume of 3D Histogram: Application to Color Layer Separation in Document Images
1 Introduction
2 Existing Segmentation Methods
2.1 Segmentation Method Based on Edge/Region Detection or Binarization
2.2 Segmentation Based Elements Classification (or Clustering)
3 Our Pixel-Classification and Colorimetric Segmentation Approach
3.1 Steps of Our Approach
3.2 Our New Method of Fast Calculation of the Color Density
4 Evaluation and Results
4.1 Discussion
5 Conclusion
References
Enhancing Daily Life Skills Learning for Children with ASD Through Augmented Reality
1 Introduction
2 Related Works
3 Augmented Reality System-Overview
3.1 Analysis
3.2 Design
3.3 Prototype Development
4 Testing
5 Discussions
6 Future Work
References
Recent Computing and Software Engineering
SpaceScience App: Development of a Mobile Application for School Children
1 Introduction
2 Literature Review
2.1 Mobile Devices
2.2 Development of Mobile Applications
2.3 Engagement in Gaming
2.4 Motivation in Gaming
3 Methodology
4 Results
4.1 Interview
4.2 Flowchart of the Project
4.3 SpaceScience Mobile Application
4.4 User Experience Testing
5 Conclusion
References
Research on Online Problem-Based Learning Among Undergraduate Students: A  Systematic Review
1 Introduction
2 Method
2.1 Search Strategy
2.2 Inclusion and Exclusion Criteria
3 Results
3.1 Problem Based Learning Principles
3.2 Effects of Problem Based Learning
4 Final Remarks
5 Conclusion and Future Research
References
Derivation of Factors in Dealing Negative E-WOM for Maintaining Online Reputation
1 Introduction
2 Background of the Problem
3 Literature Review
3.1 Online Reputation
3.2 Maintaining Online Reputation
3.3 Negative E-WOM
3.4 Factors Dealing Negative E-WOM
3.5 Dealing Negative E-WOM Through CRM and Positive E-WOM in Maintaining Online Reputation
4 Methodology
5 Model in Dealing Negative E-WOM for Maintaining Online Reputation
5.1 Constructs
5.2 Model Development
6 Conclusion
References
A Terms Interrelationship Approach to Query Expansion Based on Terms Selection
1 Introduction
2 Related Works
3 Proposed Approach
3.1 Query and Text Preprocessing
3.2 Query Expansion
3.3 Documents Text Preprocessing and Indexing
4 Experiment Results and Discussion
4.1 Experiment Results
4.2 Discussion
5 Conclusion and Future Work
References
Multi-domain Business Intelligence Model for Educational Enterprise Resource Planning Systems
1 Introduction
2 Literature Review
2.1 Business Intelligence Models
2.2 Business Intelligence Tools and Applications
2.3 Enterprise Resource Planning Business Intelligence (ERPBI)
3 The Proposed Model
3.1 The Proposed BI Domains for Educational ERP System
3.2 Business Intelligence Steps
3.3 Data Warehouse
3.4 Business Intelligence Application
4 Discussion and Conclusion
References
Measuring Risk Mitigation Techniques in Agile Global Software Development
1 Introduction
2 Related Works
2.1 Risk Categories
3 Methodology
3.1 Comparison Criteria
3.2 Validation Technique
4 Results
4.1 Qualification of Panelist
4.2 Hypothesis Testing
5 Conclusion
References
Risk Mitigation Framework for Agile Global Software Development
1 Introduction
2 Related Work
3 Proposed RMAG
4 Applying RMAG in Agile Global Software Development Project Using SCRUM
5 Discussion and Result
6 Conclusion and Future Work
Appendix A
References
Re-verification of the Improved Software Project Monitoring Task Model of the Agile Kanban (i-KAM)
1 Introduction
2 Overview of i-KAM
3 Methodology
4 Results
4.1 Understandability of the Terminologies Used in i-KAM
4.2 Relevance of the i-KAM Components
4.3 Feasibility of Criteria Used in i-KAM
4.4 Organization of the Connections and Flows in i-KAM
4.5 Comprehensiveness of i-KAM
5 Discussion
6 Conclusion
References
Author Index
Recommend Papers

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Lecture Notes on Data Engineering and Communications Technologies 72

Faisal Saeed Fathey Mohammed Abdulaziz Al-Nahari   Editors

Innovative Systems for Intelligent Health Informatics Data Science, Health Informatics, Intelligent Systems, Smart Computing

Lecture Notes on Data Engineering and Communications Technologies Volume 72

Series Editor Fatos Xhafa, Technical University of Catalonia, Barcelona, Spain

The aim of the book series is to present cutting edge engineering approaches to data technologies and communications. It will publish latest advances on the engineering task of building and deploying distributed, scalable and reliable data infrastructures and communication systems. The series will have a prominent applied focus on data technologies and communications with aim to promote the bridging from fundamental research on data science and networking to data engineering and communications that lead to industry products, business knowledge and standardisation. Indexed by SCOPUS, INSPEC, EI Compendex. All books published in the series are submitted for consideration in Web of Science.

More information about this series at http://www.springer.com/series/15362

Faisal Saeed Fathey Mohammed Abdulaziz Al-Nahari •



Editors

Innovative Systems for Intelligent Health Informatics Data Science, Health Informatics, Intelligent Systems, Smart Computing

123

Editors Faisal Saeed College of Computer Science and Engineering Taibah University Medina, Saudi Arabia

Fathey Mohammed School of Computing, Information Systems Department Universiti Utara Malaysia Sintok, Malaysia

Abdulaziz Al-Nahari Sanaa’a Community College Sana’a, Yemen

ISSN 2367-4512 ISSN 2367-4520 (electronic) Lecture Notes on Data Engineering and Communications Technologies ISBN 978-3-030-70712-5 ISBN 978-3-030-70713-2 (eBook) https://doi.org/10.1007/978-3-030-70713-2 © The Editor(s) (if applicable) and The Author(s), under exclusive license to Springer Nature Switzerland AG 2021 This work is subject to copyright. All rights are solely and exclusively licensed by the Publisher, whether the whole or part of the material is concerned, specifically the rights of translation, reprinting, reuse of illustrations, recitation, broadcasting, reproduction on microfilms or in any other physical way, and transmission or information storage and retrieval, electronic adaptation, computer software, or by similar or dissimilar methodology now known or hereafter developed. The use of general descriptive names, registered names, trademarks, service marks, etc. in this publication does not imply, even in the absence of a specific statement, that such names are exempt from the relevant protective laws and regulations and therefore free for general use. The publisher, the authors and the editors are safe to assume that the advice and information in this book are believed to be true and accurate at the date of publication. Neither the publisher nor the authors or the editors give a warranty, expressed or implied, with respect to the material contained herein or for any errors or omissions that may have been made. The publisher remains neutral with regard to jurisdictional claims in published maps and institutional affiliations. This Springer imprint is published by the registered company Springer Nature Switzerland AG The registered company address is: Gewerbestrasse 11, 6330 Cham, Switzerland

Preface

We are honored to welcome you to the 5th International Conference of Reliable Information and Communication Technology 2020 (IRICT2020) that was conducted online on December 21–22, 2020, and organized by the Yemeni Scientists Research Group (YSRG), Information Service Systems and Innovation Research Group (ISSIRG) in Universiti Teknologi Malaysia (Malaysia), Data Science Research Group in College of Computer Science and Engineering at Taibah University (Kingdom of Saudi Arabia), School of Science and Technology in Nottingham Trent (UK), College of Engineering, IT, and Environment at Charles Darwin University (Australia) and Association for Information Systems—Malaysia Chapter (MyAIS). IRICT2020 is a forum for the presentation of technological advances in the field of information and communication technology. The main theme of the conference is “Innovative Systems for Intelligent Health Informatics.” Many researchers have been attracted to submit 140 papers to IRICT2020 from 29 countries including Algeria, Australia, China, Egypt, Fiji, Germany, India, Indonesia, Iraq, Iran, Jordon, Malaysia, Morocco, Myanmar, Nigeria, Oman, Pakistan, Saudi Arabia, Singapore, Somalia, South Africa, Sri Lanka, Sudan, Sweden, Taiwan, Tunisia, UK, USA and Yemen. Of those 140 submissions, 111 submissions have been selected to be included in this book. The book presents several research topics which include health informatics, bioinformatics, information retrieval, artificial intelligence, machine learning, data science, big data analytics, business intelligence, Internet of things (IoT), information security, intelligent communication systems, information systems theories and applications, computational vision and robotics technology, software engineering and multimedia applications and services. We would like to express our appreciations to all authors and the keynote speakers for sharing their expertise with us. And we would like to thank the organizing committee for their great efforts in managing the conference. In addition,

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Preface

we would like to thank the technical committee for reviewing all the submitted papers; Prof. Dr. Janusz Kacprzyk, AISC series editor, Prof. Dr. Fatos Xhafa, book series editor; and Dr. Thomas Ditzinger from Springer. Finally, we thank all the participants of IRICT2020 and hope to see you all again in the next conference.

Organization

IRICT2020 Organizing Committee Honorary Co-chairs Rose Alinda Alias

Ahmad Lotfi

Abdullah Alsaeedi

Association for Information Systems—Malaysian Chapter, Head of the Information Service Systems and Innovation Research Group (ISSIRG) in Universiti Teknologi Malaysia Computing and Technology School of Science and Technology, Nottingham Trent University, UK College of Computer Science and Engineering, Taibah University, Kingdom of Saudi Arabia

Conference General Chair Faisal Saeed

Yemeni Scientists Research Group (YSRG), Head of Data Science Research Group in Taibah University, Kingdom of Saudi Arabia

Program Committee Chair Fathey Mohammed

Universiti Utara Malaysia (UUM), Malaysia

General Secretary Nadhmi Gazem

Taibah University, Kingdom of Saudi Arabia

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viii

Organization

Technical Committee Chairs Faisal Saeed Tawfik Al-Hadhrami Mamoun Alazab

Taibah University, Kingdom of Saudi Arabia Nottingham Trent University, UK Charles Darwin University, Australia

Publications Committee Fathey Mohammed Abdulaziz Al-Nahari

Universiti Utara Malaysia Sanaá Community College

Publicity Committee Abdullah Aysh Dahawi Maged Naeser Mohammed Omar Awadh Al-Shatari Ali Ahmed Ali Salem

Universiti Teknologi Malaysia Universiti Teknologi Malaysia Universiti Teknologi PETRONAS Universiti Tun Hussein Onn Malaysia

IT and Multimedia Committee Fuad Abdeljalil Al-shamiri Mohammed Alsarem Amer Alsaket Sulaiman Mohammed Abdulrahman

Universiti Teknologi Malaysia Taibah University, KSA Sitecore, Malaysia Taibah University, KSA

Treasure Committee Abdullah Aysh Dahawi

Universiti Teknologi Malaysia

Logistic Committee Chair Wahid Al-Twaiti

Universiti Teknologi Malaysia (UTM)

Registration Sameer Hasan Albakri

Universiti Teknologi Malaysia (UTM)

Organization

ix

International Technical Committee Abdelhadi Raihani Abdelhamid Emara Abdelkaher Ait Abdelouahad Abdualmajed Ahmed Ghaleb Abdullah Almogahed Abdullah B. Nasser Abdulrahman Alsewari Abubakar Elsafi Aby Mathews Maluvelil Ahmad Fadhil Yusof Ahmed Awad Ahmed Majid Ahmed Mutahar Ahmed Rakha Ahmed Talal Alaa Alomoush Alaa Fareed Abdulateef Ali Ahmed Ameen Ba Homaid Aminu Aminu Mu’Azu Amr Tolba Amr Yassin Anton Satria Prabuwono Arwa Aleryani Auday Hashim Saeed Al-Wattar Bakar Ba Qatyan Bander Al-Rimy Bassam Al-Hameli Bouchaib Cherradi Mohammed Gamal Alsamman Haitham Alali Ehsan Othman Eissa Alshari Fadhl Hujainah Faisal Saeed Fathey Mohammed Fatma Al-Balushi Feras Zen Alden Fuad Ghaleb

Hassan II University of Casablanca, Morocco Taibah University, KSA Chouaib Doukkali University, Morocco Al-Khulaidi Sana’a University, Yemen Universiti Utara Malaysia, Malaysia University Malaysia Pahang, Malaysia University Malaysia Pahang, Malaysia University of Jeddah, KSA Independent Researcher, Canada Universiti Teknologi Malaysia, Malaysia King Abdulaziz University, KSA University of Information Technology and Communications, Iraq Management and Science University, Malaysia Al-Azhar University, Egypt Al-Iraqia University, Iraq Universiti Malaysia Pahang, Malaysia Universiti Utara Malaysia, Malaysia King Abdulaziz University, KSA University Malaysia Pahang, Malaysia Umaru Musa Yar’adua University Katsina, Nigeria King Saud University, KSA Ibb University, Yemen King Abdulaziz University, KSA Independent Researcher, Canada University of Mosul, Iraq Universiti Utara Malaysia, Malaysia UNITAR, Malaysia University Malaysia Pahang, Malaysia Hassan II University, Morocco Universiti Utara Malaysia, Malaysia Emirates College of Technology, UAE Ovgu Magdeburg, Germany Ibb University, Yemen University Malaysia Pahang, Malaysia Taibah University, KSA Universiti Utara Malaysia, Malaysia Independent Researcher, Oman Universiti Utara Malaysia, Malaysia Universiti Teknologi Malaysia, Malaysia

x

Hamzah Alaidaros Hanan Aldowah Hapini Bin Awang Hassan Silkan Hesham Alghodhaifi Hiba Zuhair Hussein Abualrejal Insaf Bellamine Insaf Bellamine Jawad Alkhateeb Kamal Alhendawi Khairul Shafee, Kalid Khaleel Bader Bataineh Khalili Tajeddine Marwa Alhadi Masud Hasan Mohamad Ghozali Hassan Mohamed Abdel Fattah Mohamed Elhamahmy Mohammed A. Al-Sharafi Mohammed Al-Mhiqani Mohammed Alsarem Mohammed Azrag Mohammed Nahid Mostafa Al-Emran Motasem Al Smadi Mustafa Ali Abuzaraida Mustafa Noori Nabil Al-Kumaim Nadhmi Gazem Naseebah Maqtary Nejood Hashim Al-Walidi Noor Akma Omar Dakkak Omar Zahour Osama Sayaydeh Qasim Alajmi Raed Aldhubhani Raghed Esmaeel Rajesh Kaluri Salah Abdelmageid Salwa Belaqziz Samar Ghazal Samar Salem Ahmed

Organization

Al-Ahgaff University, Yemen Universiti Sains Malaysia, Malaysia Universiti Utara Malaysia, Malaysia Université Chouaib Doukkali, Morocco University of Michigan, USA Al-Nahrain University, Iraq Universiti Utara Malaysia, Malaysia Chouaib Doukkali University, Morocco FSDM Fès, Morocco Taibah University, KSA Al-Quds Open University, Palestine Universiti Teknologi PETRONAS, Malaysia Amman Arab University, Jordan Hassan II University of Casablanca, Morocco Sana’a University, Yemen Taibah University, KSA Universiti Utara Malaysia, Malaysia Taibah University, KSA Egypt University Malaysia Pahang, Malaysia Universiti Teknikal Malaysia Melaka, Malaysia Taibah University, KSA University Malaysia Pahang, Malaysia Hassan II University, Casablanca, Morocco Buraimi University College, Oman Jordan University of Science and Technology, Jordan Universiti Utara Malaysia, Malaysia Middle Technical University, Iraq Universiti Teknikal Malaysia Melaka, Malaysia Taibah University, KSA University of Science and Technology, Yemen Cairo University, Egypt Universiti Malaysia Pahang, Malaysia UNIKA, Turkey Hassan II University of Casablanca, Morocco University Malaysia Pahang, Malaysia A’ Sharqiyah University, Oman University of Hafr Al Batin, KSA University of Mosul, Iraq Vellore Institute of Technology, India Taibah University, KSA Ibn Zohr University, Morocco Universiti Sains Malaysia, Malaysia International Islamic University, Malaysia

Organization

Sharaf J. Malebary Sinan Salih Soufiane Hamida Susan Abdulameer Syifak Izhar Hisham Tawfik Al-Hadhrami Waleed A. Hammood Waleed Ali Waleed Alomoush Waseem Alromimah Wasef Mater Yaqoub Sulaiman Yousef Fazea Yousif Abdullah AlRashidi Yousif Aftan Abdullah Yousif Munadhil Ibrahim Zainab Senan

xi

King Abdulaziz University, KSA Dijlah University College, Iraq Hassan II University of Casablanca, Morocco Universiti Utara Malaysia, Malaysia Universiti Malaysia Pahang, Malaysia Nottingham Trent University, UK Universiti Malaysia Pahang, Malaysia King Abdulaziz University, KSA Imam Abdulrahman bin Faisal University, KSA Taibah University, KSA University of Petra, Jordan King Abdulaziz University, KSA Universiti Utara Malaysia, Malaysia Al Yamamah University, KSA University of Baghdad, Iraq Universiti Utara Malaysia, Malaysia Universiti Utara Malaysia, Malaysia

Contents

Intelligent Health Informatics Comparative Study of SMOTE and Bootstrapping Performance Based on Predication Methods . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . Abdulaziz Aborujilah, Rasheed Mohammad Nassr, Tawfik Al-Hadhrami, Mohd Nizam Husen, Nor Azlina Ali, Abdulaleem Al- Othmani, and Mustapha Hamdi

3

UPLX: Blockchain Platform for Integrated Health Data Management . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . Omar Musa, Lim Shu Yun, and Reza Ismail

10

Convolutional Neural Networks for Automatic Detection of Colon Adenocarcinoma Based on Histopathological Images . . . . . . . . . . . . . . . Yakoop Qasim, Habeb Al-Sameai, Osamah Ali, and Abdulelah Hassan

19

Intelligent Health Informatics with Personalisation in Weather-Based Healthcare Using Machine Learning . . . . . . . . . . . . . Radiah Haque, Sin-Ban Ho, Ian Chai, Chin-Wei Teoh, Adina Abdullah, Chuie-Hong Tan, and Khairi Shazwan Dollmat A CNN-Based Model for Early Melanoma Detection . . . . . . . . . . . . . . . Amer Sallam, Abdulfattah E. Ba Alawi, and Ahmed Y. A. Saeed SMARTS D4D Application Module for Dietary Adherence Self-monitoring Among Hemodialysis Patients . . . . . . . . . . . . . . . . . . . . Hafzan Yusoff, Nur Intan Raihana Ruhaiyem, and Mohd Hakim Zakaria Improved Multi-label Medical Text Classification Using Features Cooperation . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . Rim Chaib, Nabiha Azizi, Nawel Zemmal, Didier Schwab, and Samir Brahim Belhaouari

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41

52

61

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Contents

Image Modeling Through Augmented Reality for Skin Allergies Recognition . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . Nur Intan Raihana Ruhaiyem and Nur Amalina Mazlan

72

Hybridisation of Optimised Support Vector Machine and Artificial Neural Network for Diabetic Retinopathy Classification . . . . . . . . . . . . Nur Izzati Ab Kader, Umi Kalsom Yusof, and Maziani Sabudin

80

A Habit-Change Support Web-Based System with Big Data Analytical Features for Hospitals (Doctive) . . . . . . . . . . . . . . . . . . . . . . Cheryll Anne Augustine and Pantea Keikhosrokiani

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An Architecture for Intelligent Diagnosing Diabetic Types and Complications Based on Symptoms . . . . . . . . . . . . . . . . . . . . . . . . . 102 Gunasekar Thangarasu, P. D. D. Dominic, and Kayalvizhi Subramanian An Advanced Encryption Cryptographically-Based Securing Applicative Protocols MQTT and CoAP to Optimize Medical-IOT Supervising Platforms . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 111 Sanaa El Aidi, Abderrahim Bajit, Anass Barodi, Habiba Chaoui, and Ahmed Tamtaoui Pulmonary Nodule Classification Based on Three Convolutional Neural Networks Models . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 122 Enoumayri Elhoussaine and Belaqziz Salwa A Comparative Study on Liver Tumor Detection Using CT Images . . . 129 Abdulfattah E. Ba Alawi, Ahmed Y. A. Saeed, Borhan M. N. Radman, and Burhan T. Alzekri Brain Tumor Diagnosis System Based on RM Images: A Comparative Study . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 138 Ahmed Y. A. Saeed, Abdulfattah E. Ba Alawi, and Borhan M. N. Radman Diagnosis of COVID-19 Disease Using Convolutional Neural Network Models Based Transfer Learning . . . . . . . . . . . . . . . . . . . . . . . 148 Hicham Moujahid, Bouchaib Cherradi, Mohammed Al-Sarem, and Lhoussain Bahatti Early Diagnosos of Parkinson’s Using Dimensionality Reduction Techniques . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 160 Tariq Saeed Mian Detection of Cardiovascular Disease Using Ensemble Machine Learning Techniques . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 176 Fizza Kashif and Umi Kalsom Yusof

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Health Information Management Hospital Information System for Motivating Patient Loyalty: A Systematic Literature Review . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 189 Saleh Nasser Rashid Alismaili, Mohana Shanmugam, Hairol Adenan Kasim, and Pritheega Magalingam Context Ontology for Smart Healthcare Systems . . . . . . . . . . . . . . . . . . 199 Salisu Garba, Radziah Mohamad, and Nor Azizah Saadon A Modified UTAUT Model for Hospital Information Systems Geared Towards Motivating Patient Loyalty . . . . . . . . . . . . . . . . . . . . . 207 Saleh Nasser Rashid Alismaili, Mohana Shanmugam, Hairol Adenan Kasim, and Pritheega Magalingam Teamwork Communication in Healthcare: An Instrument (Questionnaire) Validation Process . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 217 Wasef Matar and Monther Aldwair Potential Benefits of Social Media to Healthcare: A Systematic Literature Review . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 230 Ghada Ahmad Abdelguiom and Noorminshah A. Iahad Exploring the Influence of Human-Centered Design on User Experience in Health Informatics Sector: A Systematic Review . . . . . . . 242 Lina Fatini Azmi and Norasnita Ahmad An Emotional-Persuasive Habit-Change Support Mobile Application for Heart Disease Patients (BeHabit) . . . . . . . . . . . . . . . . . . 252 Bhavani Devi Ravichandran and Pantea Keikhosrokiani A Systematic Review of the Integration of Motivational and Behavioural Theories in Game-Based Health Interventions . . . . . . . 263 Abdulsalam S. Mustafa, Nor’ashikin Ali, and Jaspaljeet Singh Dhillon Adopting React Personal Health Record (PHR) System in Yemen HealthCare Institutions . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 279 Ziad Saif Alrobieh, Dhiaa Faisal Alshamy, and Maged Nasser Artificial Intelligence and Soft Computing Application of Shuffled Frog-Leaping Algorithm for Optimal Software Project Scheduling and Staffing . . . . . . . . . . . . . . . . . . . . . . . . 293 Ahmed O. Ameen, Hammed A. Mojeed, Abdulazeez T. Bolariwa, Abdullateef O. Balogun, Modinat A. Mabayoje, Fatima E. Usman-Hamzah, and Muyideen Abdulraheem A Long Short Term Memory and a Discrete Wavelet Transform to Predict the Stock Price . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 304 Mu’tasem Jarrah and Naomie Salim

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Contents

Effective Web Service Classification Using a Hybrid of Ontology Generation and Machine Learning Algorithm . . . . . . . . . . . . . . . . . . . . 314 Murtoza Monzur, Radziah Mohamad, and Nor Azizah Saadon Binary Cuckoo Optimisation Algorithm and Information Theory for Filter-Based Feature Selection . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 324 Ali Muhammad Usman, Um