IT Convergence and Security: Proceedings of ICITCS 2021 (Lecture Notes in Electrical Engineering, 782)

Organizing Committee
Preface
Contents
Machine Learning and Deep Learning
An NMT-Based Approach to Translate Natural Language Questions to SPARQL Queries
	1 Introduction
	2 Related Works
		2.1 Neural Machine Translation
		2.2 SPARQL Generation Using NMT Models
	3 Our Approach
		3.1 Data Preprocessing
		3.2 The SPARQL Generator
		3.3 The Modification Phase
	4 Experiments
		4.1 Dataset and Evaluation
		4.2 Hyperparameter Experimenting and Tuning
		4.3 Results
	5 Conclusion
	References
Efficient Training Convolutional Neural Networks on Edge Devices with Gradient-Pruned Sign-Symmetric Feedback Alignment
	1 Introduction
	2 Related Work
	3 Generic Back Propagation
	4 EfficientGrad
		4.1 Algorithm
		4.2 Hardware
	5 Evaluation
	6 Conclusion
	References
Design of the Prediction Model for Adolescents’ Stress Using Deep Learning
	1 Introduction
	2 Dataset and Basic Model
		2.1 Overview of Dataset
		2.2 Deep Learning Model
	3 Reduction of Variables
		3.1 The Decision of Feature Importance with kNN
		3.2 Performance Evaluation
	4 Conclusion
	References
Security and Privacy
The Effect of Sampling Methods on the CICIDS2017 Network Intrusion Data Set
	1 Introduction
	2 Literature Review
		2.1 CICIDS2017 Data Set Overview
		2.2 Sampling Techniques
	3 Methodology
	4 Results and Discussion
	5 Conclusion and Future Work
	References
The Gaps of Identity Management in Fulfilling Personal Data Protection Regulations’ Requirements and Research Opportunities
	1 Introduction
	2 Literature Review
		2.1 Personal Data Protection Regulations
		2.2 Identity Management (IdM)
	3 Research Methodology
		3.1 Data Collection
		3.2 Mapping Identity Management Capabilities with Functional Requirements Criteria
		3.3 Reliability and Validity
	4 Results
		4.1 What are the Functional Requirements of the Personal Data Protection Regulations?
		4.2 What are the Existing Technological Capabilities of IdM that Can Support the Functional Requirements?
		4.3 What are the Gaps of IdM in Fulfilling the Regulations’ Functional Requirements that Lead to Potential Research Opportunities?
	5 Conclusion
	References
Verifying MQV-Based Protocols Using ProVerif
	1 Introduction
	2 Protocols
		2.1 MQV Protocol
		2.2 FG IB-KA Protocol
		2.3 He et al. CLAKA Protocol
	3 ProVerif
	4 Results and Discussions
	5 Conclusion
	References
A Study on Using Emojis in a Shoulder Surfing Resistant Authentication Method
	1 Introduction
	2 Literature Review
	3 Methodology
		3.1 Proposed Method Design
		3.2 Authentication
		3.3 User Test Study
	4 Results
	5 Conclusion
	References
A Framework System Using Word Mover’s Distance Text Similarity Algorithm for Assessing Privacy Policy Compliance
	1 Introduction
	2 Literature Review
		2.1 Personal Data Protection Regulations and Privacy Policy
		2.2 Text Similarity and Word Embedding Techniques
		2.3 Prior Research on Privacy Policy Analysis
	3 Framework System and Methodology
		3.1 Assessment System Main Procedure
		3.2 Data Protection Requirements (DPR) Dictionary
		3.3 Privacy Policy
		3.4 Text Similarity Algorithm and Word Embedding Model
		3.5 Text Similarity Accuracy Evaluation
	4 Experimental Results
	5 Analysis of Results and Limitations
	6 Conclusion
	References
A Novel Approach to Classify Vulnerabilities Based on Authenticated Measurements
	1 Introduction
	2 Proposed Procedure
	3 Implementation of the Proposed Procedure
	4 Analysis of Results
	5 Conclusions and Future Works
	References
Extension to CryptDB with Support for Arithmetic Expressions
	1 Introduction
	2 Encrypted Cloud Storage
		2.1 Encryption and Storage at the Backend
		2.2 Query Processing in the Encrypted Domain
	3 Proposed Framework
		3.1 Tweak CryptDB UDFs
		3.2 Piped Architecture
		3.3 Integrated Architecture
	4 Concluding Remarks
	References
Automated Model-Based Test Case Generation Using Uml Activity Diagram: A Review
	1 Introduction
	2 Literature Review
		2.1 Model-Based Testing
		2.2 Automated Test Case Generation
		2.3 Related Works
	3 Conclusion
	References
Advanced Android Malware Detection Utilizing API Calls and Permissions
	1 Introduction
	2 Related Works
		2.1 SAT
		2.2 DAT
	3 Our Approach
		3.1 Data Collection Phase
		3.2 Data Preprocessing and Vectorization
		3.3 Utilized ML Classifier Performance
	4 Experiment Results
		4.1 Evaluation Measures
		4.2 Tabulated Accuracy Results
		4.3 High Accuracy Justification
	5 Conclusions
	References
Other Related Topics
Exploring the Limitations Involved in Students’ Academic Use of Facebook
	1 Introduction
	2 Review
		2.1 Facebook Use in Higher Education
		2.2 Facebook's Educational Potential
	3 Research Methodology
		3.1 Research Design
		3.2 Sampling
		3.3 Data Analysis
	4 Results: Descriptive Statistics of Current Facebook Use
		4.1 Purposes of Use
		4.2 Time Spent Engaging in Non-Academic Activities on Facebook
		4.3 Time Spent Engaging in Academic Activities on Facebook
	5 Results: The Reasons for Facebook's Limited Academic Use
		5.1 Technology
		5.2 Distraction
		5.3 Content
		5.4 Lack of Teacher Support
		5.5 Security and Privacy
	6 Conclusion and Recommendations
	References
Future Network Technology
Real Network Traffic Data with PCAP  in a Software-Defined Networking Test Framework for Quality of Service Mechanisms
	1 Introduction
	2 Review of Related Literature
		2.1 QoS Test SDN Framework
		2.2 PCAP File Replay
		2.3 Class-Based Queuing Algorithms
	3 Framework
		3.1 Framework Architecture
		3.2 Theoretical Framework
		3.3 Conceptual Framework
	4 Methodology
		4.1 Test Simulation Methdology
		4.2 Framework Modification
	5 Results and Discussion
	6 Conclusion
	References
Intelligent Vehicular Networking and Applications
Application of Micro-frontends to Legal Search Engine Web Development
	1 Introduction
	2 Background
		2.1 Microservices
		2.2 Micro-frontends
	3 Research Methodology
		3.1 Website Team
		3.2 Authentication Team
		3.3 Search Team
		3.4 Search Result Team
		3.5 Document Team
	4 Conclusion and Future Work
	References
Blockchain and Cryptocurrency
A Trust Model for Context-Aware E-Health Services
	1 Introduction
	2 Motivation/Justification
	3 Related Works and Technologies
		3.1 REK Trust Evaluation Model
		3.2 Trust-Based Context-Aware Recommender Systems
		3.3 A Context-Based Trust Management Model
		3.4 Context-Aware Trust Model
		3.5 Blockchain
	4 Method
		4.1 The Trust Model
	5 Experimental System Implementation
	6 Conclusion and Future Works
	References