Advances in Data and Information Sciences: Proceedings of ICDIS 2022

ICDIS-2022 Organizing Committee
Preface
Contents
Editors and Contributors
A Review on Automatic Image Forgery Classification Using Advanced Deep Learning Techniques
	1 Introduction
	2 Related Work
	3 Research Gaps
	4 Features and Challenges of Image Forgery Techniques
		4.1 Dataset-Based Comparison
	5 Conclusion
	References
Scientific Exploration of Music Recommendation System Using Facial Expressions
	1 Introduction
	2 Literature Survey
	3 Analysis on Different Issues and Used Methodology
	4 Result Comparison
	5 Conclusion
	References
Live Hotspots Visualization and Degradation Analysis of Solar Photovoltaic Panels Using QR Code and Thermal Image Processing
	1 Introduction
	2 Formation of Hotspots in Solar Photovoltaic Panel
	3 Significance of QR Code in Live Visualization of Hotspots
	4 Applications of Thermal Imaging in Hotspots Analysis Using Digital Image Processing
	5 Experimental Work for Live Visualization of Hotspots Using QR Code and Degradation Analysis Using Thermal Image Processing
	6 Conclusion
	References
Fake News, Rumours and Misinformation: Characterization, Causes and Detection Techniques—A Survey
	1 Introduction
	2 Characterization of Fake News
		2.1 Defining Fake News
		2.2 Defining Rumours
		2.3 Defining Misinformation
	3 Why Do People Create Rumours?
	4 Reasons for Spreading the Fake News and Rumours
	5 Detection Techniques
	6 Literature Review
	7 Conclusion
	References
Comparative Analysis of Ensemble Models for Software Effort Estimation
	1 Introduction
	2 Related Work
	3 Research Methodology
		3.1 Dataset Used
		3.2 Base Learners
		3.3 Evaluation Criteria
	4 Result Analysis
	5 Threat to Validity
	6 Conclusion
	References
Improving Security in Cloud Data Using Paillier Homomorphic Encryption System
	1 Introduction
	2 Related Work
		2.1 Homomorphic Encryption (HE)
		2.2 Paillier Algorithm
	3 Proposed System
		3.1 Steps Followed in Our Work
		3.2 Randomistics Algorithm
		3.3 Block Division for the Randomized Algorithm
	4 Result and Discussion
	5 Conclusion
	References
Intelligent System for Detecting Email Spam Messages Using GRU
	1 Introduction
	2 Literature Survey
	3 Proposed System
		3.1 Data Preprocessing
	4 Gated Recurrent Unit
	5 Performance and Result Analysis
	6 Conclusion
	References
A Critical Analysis of Requirement Management in Agile Development
	1 Introduction
	2 Requirement Management (RM) in Agile Methodologies
		2.1 Requirement Prioritization (RP) in Agile
		2.2 Uses of Agile Requirement Engineering (RE)
	3 Comparative Analysis
		3.1 Requirement Management (RM) Steps Pursued in Various Agile Software Methodology
		3.2 Quality Requirement (QR) Management Practices Relying on Agile Environment
	4 Requirement Management (RM) Challenges/Issues in Agile Technique
	5 Conclusion
	6 Discussion
	References
Authenticate Medical Data Using SWT and PCA-Based Watermarking Technique
	1 Introduction
		1.1 Telemedicine Watermarking
	2 Literature Survey
	3 Methods
		3.1 Stationary Wavelet Transform (SWT)
		3.2 Singular Value Decomposition (SVD)
		3.3 Lempel–Ziv-Welch (LZW) Compression
		3.4 Principal Component Analysis (PCA)
	4 Proposed Methodology
		4.1 Watermark Embedding
		4.2 Watermark Extraction
	5 Experimental Results and Discussions
	6 Conclusion
	7 Sources of Images
	References
Bounds on Learnability of Neural Networks
	1 Introduction
		1.1 Why Is It Important to Understand the Bounds on Neural Networks?
	2 Expressive Power of Neural Networks
	3 Probably Approximately Correct (PAC) Learning
	4 Vapnik–Chervonenkis Dimension
	5 Limitations of Various Theoretical Bounds
	6 Conclusion
	References
A Comprehensive Review of IoT-Based IDS Using Intelligence Technique
	1 Introduction
	2 Review of Intelligence Methods for IoT Intrusions
	3 Security Issues and Challenges
	4 Result and Discussion
	5 Research Findings
	6 Conclusion
	References
Machine Learning Model to Forecast Concrete Compressive Strength
	1 Introduction
	2 Literature Review
	3 Method of Study
		3.1 Artificial Neural Network (ANN)
	4 Proposed Work
		4.1 Dataset
		4.2 Modeling of ANN
	5 Results and Discussions
	6 Novelty of the Research
	7 Conclusion
	References
Fake News Detection on Twitter
	1 Introduction
	2 Motivation
	3 Related Work
	4 Proposed Approach
	5 Modules Split-up
		5.1 Data Collection Module
		5.2 Text Transformation Module
		5.3 Training and Testing Module
		5.4 Prediction Module
	6 About Dataset
	7 Result
	8 Conclusion and Future Work
	References
BiCropRec: A Bi-Classifier Approach for Crop Recommendation Based on Inclusion of Semantic Intelligence and Topic Modelling
	1 Introduction
	2 Related Work
	3 Proposed System Architecture
	4 Implementation and Performance Evaluation
	5 Conclusion
	References
A Review on Detection of Diabetic Retinopathy
	1 Introduction
	2 Literature Survey
	3 Comparative Study
	4 Machine Learning Versus Deep Learning
	5 Applications of Diabetic Retinopathy
	6 Conclusion and Future Enhancements
	References
Detection of COVID Using Deep Learning: A Review
	1 Introduction
	2 Related Works
	3 Methodology/Suggested Theoretical Model
		3.1 Convolutional Neural Networks (CNN)
		3.2 What Are LSTM Networks and How Do They Work?
		3.3 The Overall Model Suggested for COVID-19 Detection
	4 Conclusion
	References
Phase Segmenting Process in Ultra-High Carbon Steels Using Deep Vision Approach
	1 Introduction
	2 Literature Survey
	3 Methodology
		3.1 UHCS Microstructure Image Segmentation
		3.2 Otsu Thresholding
		3.3 Removing Edge Touching Grains and Dilation
		3.4 Identifying Foreground and Background
		3.5 Labeling Using Markers and Applying Watershed Technique
	4 Results and Discussions
	5 Conclusion
	References
Deep Learning Architectures Applied on Arabic-Adapted Scripts: A Review
	1 Introduction
	2 Deep Learning Applied on Arabic Scripts
		2.1 Convolutional Neural Networks (CNNs)
		2.2 Connectionist Temporal Classification (CTC) with LSTM
		2.3 Attention Mechanism and Reinforcement Learning with LSTM
		2.4 Unsupervised Methods
	3 Deep Learning Applied on Urdu
		3.1 Convolutional Neural Networks with MDLSTM
		3.2 BLSTM with MDLSTM
	4 Deep Learning Applied on Pashto
		4.1 MDLSTM with CTC
	5 Conclusion
	References
A Novel Encryption Technique for Security of IoT-Based Educational Portals
	1 Introduction
		1.1 IoT
		1.2 Applications of IoT
		1.3 Online Education System
		1.4 Online Education Resources
		1.5 Online Education Future
	2 Literature Review
	3 Problem Statement
		3.1 Research Objectives
	4 Proposed Work
		4.1 Internal Working of Proposed Work
	5 Result and Discussion
		5.1 Simulation for Time/Error/Packet Size
		5.2 MATLAB Simulation for Comparative Analysis of Security
	6 Conclusion
	7 Future Scope
	References
Graph Database System for COVID-19 Vaccine Supply
	1 Introduction
	2 Literature Survey
	3 System Methodology
	4 Results and Discussion
	5 Conclusion and Future Work
	References
Machine Learning-Based Algorithms for Prediction of Chronic Kidney Disease: A Review
	1 Introduction
	2 Literature Review
	3 Source
		3.1 Proposed Model
		3.2 Data Input
		3.3 Data Pre-processing
		3.4 Feature Selection
		3.5 Classification
		3.6 Cross-Validation
		3.7 Performance Metric
		3.8 Optimal Model
	4 Conclusion
	References
Implementing and Analysis of RNN LSTM Model for Stock Market Prediction
	1 Introduction
	2 Background
		2.1 Stock Market Prediction (SMP)
		2.2 SMP Techniques
		2.3 Literature Review
	3 Proposed and Implemented Model for SMP
	4 Results
	5 Conclusion
	References
Real-Time Surveillance Video Analytics: A Survey on the Computing Infrastructures
	1 Introduction
	2 Automated Video Surveillance Systems Frameworks
		2.1 Cloud Computing-Based Surveillance System
		2.2 Fog Computing-Based Surveillance System
		2.3 Edge Computing-Based Surveillance System
		2.4 The Edge-Fog-Cloud-IoT Architecture
	3 Security Requirements and Metrics in Surveillance
		3.1 Video Path Uptime (VPU)
		3.2 Video Retention Compliance (VRC)
	4 Conclusion
	References
Punjabi Indian Sign Language Dictionary Using Synthetic Animation
	1 Introduction
	2 Hamburg Notation System (HamNoSys)
	3 Related Work
	4 Results and Discussion
	5 Conclusion
	References
Cloud Service Anomaly Traffic Detection Using Random Forest
	1 Introduction
	2 Literature Review
	3 Proposed System
		3.1 Data Pre-processing
		3.2 Clustering
		3.3 Classification
	4 Experimental Results
	5 Conclusion
	References
IoTGMRFM: Internet of Things-Based Variable-Wise Anomaly Detection
	1 Introduction
	2 System Design
		2.1 Problem Definition
		2.2 Gaussian Markov Random Field Mixtures
		2.3 IoTGMRFM Algorithm
		2.4 Data Generation
	3 Results
	4 Conclusion
	References
MPTR: A Metadata-Driven Prospective Tag Recommendation Model Based on Integrative Classification
	1 Introduction
	2 Related Works
	3 Proposed Architecture
	4 Implementation and Performance Evaluation
	5 Conclusion
	References
A Review of Content-Based Image Retrieval Based on Hybrid Feature Extraction Techniques
	1 Introduction
	2 Related Works
	3 Research Gaps
		3.1 The Difficulty of Retrieving the Best Possible Results for Complicated Queries
		3.2 Problems in Finding Information Quickly at a Very Broad Scale
		3.3 The Challenges of Interpretable Results
	4 Features and Challenges of State-of-the-Art Content-Based Image Retrieval Methods
	5 Dataset-Based Comparison
	6 Conclusion
	References
A Survey on Kubernetes Policy Report Custom Resource Definition Kube-Bench Adapter
	1 Introduction
	2 Background
		2.1 Kubernetes Policy WG
		2.2 Policy Report CRD
		2.3 Kube-Bench
	3 Literature Survey
		3.1 Cloud Native
		3.2 Containerization
		3.3 Microservices, Containers, and Their Management via Kubernetes
		3.4 Policy Custom Resource Definition and Its Adaptor
	4 Discussion
	5 Conclusion
	References
Fake News Detection Using Machine Learning
	1 Introduction
	2 Independent and Dependent Variables
	3 Related Work
	4 Research Methodology
	5 Result and Discussion
	6 Result and Discussion
	References
Reliable Incorporation of Robust Fractional-Order Nonlinear PID Controller into Integrated Power System Using Gray Wolf Optimization Method
	1 Introduction and Literature Surveys
	2 Plant Mathematical Modeling
	3 Proposed Controller Design and Tuning Using GWO
	4 Simulation Results and Analysis for Trajectory Tracking Performance
	5 Conclusion
	References
Novel Exotic Projected Quantum Kernel Features-Enabled Neural Network for Handwritten Digit Image Classification
	1 Introduction
	2 Literature Review
	3 Our Contributions
	4 Implementation Setup and Results
	5 Conclusion
	References
Deep Learning Applications to Detect Alzheimer’s—A Review
	1 Introduction
	2 Data and Preprocessing Techniques
		2.1 Open Source Datasets
		2.2 Preprocessing
	3 Related Work
	4 Discussions
	References
Oversampled Deep Fully Connected Neural Network Towards Improving Classifier Performance for Fraud Detection
	1 Introduction
	2 Literature Review
	3 Our Contributions
	4 Implementation Setup
	5 Conclusion
	References
Applying the Stimulus Organism Response Framework to Explain Student’s Academic Self-concept in Online Learning During the COVID-19 Pandemic
	1 Introduction
	2 Related Work, Hypotheses, and Research Model
		2.1 Stimulus Organism Response (SOR) Framework
		2.2 Academic Self-concept (ASC)
		2.3 The Dimensions of Student Engagement and ASC
		2.4 Online Learning Quality (System Quality) and Student Engagement
	3 Methodology and Data Collection
	4 Data Analysis and Results
	5 Discussion and Implications of the Result
	6 Conclusion and Future Work
	References
A Deep Learning Model for Detecting Suicide Threat Posts in Social Platforms
	1 Introduction
	2 Literature Review
	3 Methods
		3.1 Dataset
		3.2 Data Annotation
		3.3 Proposed Model
		3.4 Model Usage
		3.5 Reddit API
	4 Results
	5 Discussion
	6 Conclusion
	7 Source of Data
	References
Conducting Analysis on Diabetes Patient Data Using Various Machine Learning Models and Determine Their Accuracy
	1 Introduction
	2 Literature Review
	3 Methodology
		3.1 Hospital Management System
		3.2 Machine Learning Model Selection
	4 Results and Discussion
	5 Conclusion
	References
Multi-class Classification of COVID-19 in Chest X-Ray Using Deep Convolutional Neural Networks
	1 Introduction
	2 Related Work
	3 Data Set Description
	4 Methodology
		4.1 Preprocessing
		4.2 Deep Learning Models
		4.3 Metrics for Comparison
	5 Results Discussion
	6 Conclusion and Future Scope
	7 Sources of the Figures
	References
Empirical Evaluation of Deep Learning Models with Local Binary Pattern for COVID-19 Detection
	1 Introduction
	2 Related Work
	3 Data Set Description
	4 Methodology
		4.1 Steps in Proposed System
	5 Results Discussions
		5.1 Comparative Analysis
	6 Conclusion and Future Scope
	References
5G-Enabled Smart Devices and Multi-access Edge Computing for Improving the Healthcare System
	1 Introduction
	2 Related Work
	3 IoT and Its Uses in Healthcare
	4 Healthcare Monitoring System
		4.1 Edge Computing
		4.2 IoMT-Edge
		4.3 Smart Wearable Devices
		4.4 Edge Central Controller
	5 5G-Enabled Edge Computing for IoMT
	6 Discussion and Future Work
	7 Conclusion
	References
Support System for Chronic Kidney Disease Prediction Using Fuzzy Logic and Feature Selection
	1 Introduction
	2 Related Work
	3 Proposed Methodology
	4 Data Preprocessing
		4.1 CKD Dataset
	5 Feature Selection
		5.1 Filter FS
		5.2 Wrapper FS
		5.3 Embedded FS
		5.4 Algorithm
		5.5 Fuzzy Rules
	6 Classification Performance
		6.1 Precision and Recall
		6.2 F-Measure
	7 Experimental Setup and Procedure
	8 Results and Discussion
	9 Conclusion
	References
Katkada: E-Application for Business
	1 Introduction
	2 Literature Works
	3 Proposed System
	4 Methodologies
	5 Input and Output Model
	6 Selenium Testing Tool
	7 Types of Testing
	8 Extent Reports
	9 Conclusion
	References
An Effective and Secured Routing Protocol Based on Cluster Head in WSN
	1 Introduction
	2 Proposed Methodology
		2.1 Cluster Formation
		2.2 Cluster Head Selection Using Enhanced Grey Wolf Optimizer
		2.3 Attack Detection Using Secret Key Comparison
		2.4 Optimized Route Discovery
	3 Result and Discussion
	4 Conclusion and Future Work
	References
Forming Industrial Clusters in Hanoi in the Context of Industry 4.0 and Technological Issues
	1 Introduction
	2 Literature Review
	3 Methodology
	4 Main Findings
		4.1 Overview of Hanoi Industrial Clusters
		4.2 Technological Issues During Industrial Clusters Development
	5 Discussion and Conclusion
	References
Message Queuing Telemetry Transport (MQTT) Protocol-Based Monitoring and Segregation of Wastes in Smart Cities Using IOT
	1 Introduction
	2 Segregation Part
		2.1 Arduino UNO
		2.2 Arduino IDE
		2.3 Moisture Sensor
		2.4 DC Motor
		2.5 Servo Motor
	3 Tracking Segment
		3.1 NodeMCU
		3.2 Ultrasonic Sensor
		3.3 MQTT
	4 Conclusion
	References
Computerized Mechanism to Automate the Detection of Brain Tumor by Analyzing CT Scan
	1 Introduction
	2 Literature Survey
	3 Materials and Method
	4 Results and Observations
	5 Conclusion
	References
Design of Neural Network Algorithm Controller Using Simulink for Actuator of Dynamic Robot Systems
	1 Introduction
	2 Literature Review
		2.1 Neural Network Working Strategy
	3 Proposed System
		3.1 Neural Network Predictive Controller in Simulink Design
		3.2 Neural Network Plant Model
		3.3 Predictive Control
		3.4 Methodology
		3.5 Actuator
		3.6 Designing a Neural Network Model Controller
	4 Result Analysis
	5 Conclusion and Future Scope
	References
Digital and Technological Solutions for Vietnam Tourism Services Development
	1 Introduction
	2 Literature Review
	3 Methodology
	4 Main Findings
		4.1 IT Application in Tourism Management and Discussion
		4.2 Other Technology Applications in Tourism the Country
	5 Discussion and Conclusion
	6 Limitation of Research
	References
Effects of IT Software and Internet Data on Net Accounting Profit—A Case of Coteccons in Vietnam
	1 Introduction
	2 Literature Review
	3 Methodology and Data
	4 Main Results
		4.1 Process of Using IT Software Eview for Regression
	5 Discussion and Conclusion
	References
An Efficient Recommendation Generation Using Extended Jaccard Similarity
	1 Introduction
	2 Related Work
		2.1 Expectation–Maximization Algorithm
		2.2 Performance of the Proposed Model
	3 Experimentation and Results
		3.1 Data set
	4 Conclusion
	References
Effective Security Algorithms for Big Data Clouds
	1 Introduction
	2 Related Work
	3 Proposed Work
	4 Merits of Proposed Cryptographic Algorithms
		4.1 An Analysis of Encryption and Decryption Times
	5 Conclusion and Future Work
	References
Recent Trends for Practicing Steganography Using Audio as Carrier: A Study
	1 Introduction
	2 Related Work
	3 Evaluation Parameters
	4 Comparative Analysis
	5 Conclusion
	References
DNA Sequence in Cryptography: A Study
	1 Introduction
	2 Related Work
	3 Comparative Analysis
	4 Conclusion
	References
Author Index