Information Science and Applications: Proceedings of ICISA 2020

Description

This book presents select proceedings of 11th International Conference on Information Science and Applications 2020 (ICISA 2020) and provides a snapshot of the latest issues encountered in technical convergence and convergences of security technology.  It explores how information science is core to most current research, industrial and commercial activities and consists of contributions covering topics including Ubiquitous Computing, Networks and Information Systems, Multimedia and Visualization, Middleware and Operating Systems, Security and Privacy, Data Mining and Artificial Intelligence, Software Engineering, and Web Technology.  Also the proceedings introduce the most recent information technology and ideas, applications and problems related to technology convergence, illustrated through case studies, and reviews converging existing security techniques.  Through this book, readers can gain an understanding of the current state-of-the-art information strategies and technologies of convergence security. Organizing Committee General Chairs Steering Committee Publicity Chairs Financial Chair Publication Chair Program Chairs Organizers and Supporters Program Committee Preface Contents Experience and Prospects of Tele-health Technologies 1 Introduction 2 Main “Vectors” of Modern Telemedicine 3 Future Developments and Expectations 4 Conclusion Reference lists Exploring the Effects of Network Topology Layers on Quality of Service Mechanisms in the Context of Software-Defined Networking 1 Introduction 2 Related Literature 3 Framework 4 Methodology 5 Results 6 Conclusion References Image Background Subtraction and Partial Stylization Based on Style Representation of Convolutional Neural Networks 1 Introduction 2 Related Works 2.1 Neural Style Transfer 2.2 Maximum Mean Discrepancy 2.3 Equivalence of Style Loss and Maximum Mean Discrepancy 3 Proposed Method 3.1 Spatially Adaptive Style Transfer 3.2 Image Background Subtraction with Pixel—Wise Style Comparison 4 Experimental Results 5 Conclusion References Multi-source Log Clustering in Distributed Systems 1 Introduction 2 Background and Related Work 3 Proposed Method 4 Case Study 5 Conclusion References A Study on Classification and Integration of Research on Both AI and Security in the IoT Era 1 Introduction 2 Classification of Research on Both AI and Security 2.1 Attacks Using AI 2.2 Attacks by AI 2.3 Attacks on AI 2.4 Measure Using AI 3 Consideration on Integrated Research Approach 4 Conclusions and Future Work References Safe Internet: An Edutainment Tool for Teenagers 1 Introduction 2 Cybersecurity and Privacy 3 Methodology 4 System Design and Interfaces 5 Results 6 Conclusion References Predictive Analytics Service for Security of Blockchain and Peer-to-Peer Payment Solutions 1 Introduction 2 Related Work 3 System Overview 3.1 Predictive Analytics Service 3.2 Predictive Analytics Service in the Big Picture 4 Evaluated ML Algorithms and Results 4.1 Evaluated ML Algorithms 4.2 Evaluation Metrics 4.3 Results 5 Conclusion and Future Work References Deterring SLCAs by Establishment of ACSC Based on Internet Peace Principles 1 Introduction 2 Characteristics and Cases of SLCAs 2.1 The Characteristics of SLCAs 2.2 Analysis of Seven Typical SLCA and Three PLCA Cases 3 Deterring SLCAs by the Establishment of ACSC Based on IPPs 3.1 International Efforts for Cybersecurity 3.2 Establishment of ACSC Based on IPPs 4 Concluding Remarks and Further Works References Research on Life Cycle Model of Data for Handling Big Data-Based Security Incident 1 Introduction 2 Research Method 2.1 Event Log 2.2 Procedure of Handling Security Incident 2.3 Algorithm 2.4 Test and Result Analysis 3 Test and Result Analysis 4 Conclusions References Feature Selection Based on a Shallow Convolutional Neural Network and Saliency Maps on Metagenomic Data 1 Introduction 2 Related Work 3 Dataset Benchmark 4 Feature Selection Based on Important Features Extracted from Saliency Maps 4.1 Learning Model 4.2 Feature Selection Approach with Saliency Maps 5 Experimental Results 6 Conclusion References A Word + Character Embedding Based Relation Extraction Frame for Domain Ontology of Natural Resources and Environment 1 Introduction 2 The Word + Character Embedding Based Relation Extraction Frame for Domain Ontology of Natural Resources and Environment 2.1 Problem Formulation 2.2 The Proposed Word + Character Embedding Based Relation Extraction Frame for Domain Ontology 2.3 Pre-train Word + Character Embedding and Data Pre-processing 2.4 Find Sentences that Contain Seed Tuples 2.5 Tag Entities 2.6 Pattern Clustering 2.7 Find Sentences that Contain Patterns 2.8 Generate New Seed Tuples 3 Experimental Results 3.1 Data 3.2 Training 3.3 Evaluation and Analysis 4 Related Work 5 Conclusions and Future Work References A Prototype Implementation of NNEF Execution Framework with CUDA Acceleration 1 Introduction 2 Design and Implementation 3 Conclusion References Condition Monitoring for Induction Motor Overload Using Sound 1 Introduction 2 Related Works 3 The Corpus 4 The Experiments 5 Conclusions References Analysing the Adversarial Landscape of Binary Stochastic Networks 1 Introduction 2 Background on Attack Algorithms Used 3 Experiments and Results 3.1 White-Box Attacks Against Stochastic Neural Networks 3.2 Black-Box Attacks Against Neural Networks 4 Towards Better Black-Box Attacks with Variance Mimicking 5 Discussion 5.1 Analysis of the Effectiveness of VM 5.2 Understanding the Impact of Stochasticity 5.3 Differing Robustness Behaviours Between BSN-L and BNN-S 6 Conclusion References Dynamic Pricing for Parking System Using Reinforcement Learning 1 Introduction 2 Literature Review 2.1 Dynamic Pricing 2.2 Smart Parking Solutions 3 Proposed Method 3.1 Architecture 3.2 Notation and Assumption 3.3 Reinforcement Learning Mechanism 3.4 Experiments and Results 4 Conclusion References Malware Detection by Merging 1D CNN and Bi-directional LSTM Utilizing Sequential Data 1 Introduction 2 Related Works 3 Methods 3.1 Data Section Extraction 3.2 Data Preprocessing 3.3 Model Design 4 Experiments 4.1 Dataset 4.2 Experiment Result 5 Conclusion References A Definition of Covering Based Decision Table and Its Sample Applications 1 Introduction 2 An Extension of Covering Based Decision Table 2.1 Traditional Rough Set Decision Table 2.2 Covering Based Rough Sets and Covering Decision Systems 2.3 Covering Based Decision Table 3 Covering Based Decision Table in Collaborative Filtering and Recommender System Application 3.1 Covering Based Decision Table for Collaboration Filtering 3.2 Application in Recommender System 4 Related Work 5 Conclusions and Future Work References Image-Based Prediction of Respiratory Diseases Including COVID-19 Using Convolutional Neural Networks 1 Introduction 2 Methodology 2.1 Model Architecture 2.2 Dataset 2.3 Preprocessing Images 2.4 Augmentation 2.5 Lung Segmentation (Masking) 2.6 Training Parameters 3 Results 4 Conclusion References Determination of Muscle Power Using RMS of Electromyography for Stroke Survivors 1 Introduction 2 Methodology 2.1 Signal Processing Steps 2.2 Participants 2.3 Virtual Rehabilitation Exercise 3 Results and Discussion 4 Conclusion References Automated Microservice Code-Smell Detection 1 Introduction 2 Related Work 3 Microservice Code Smell Catalogue 4 Code Analysis in Enterprise Systems 5 Proposed Solution to Detect Code Smells 6 Case Study 7 Conclusions References On Automatic Software Architecture Reconstruction of Microservice Applications 1 Introduction 2 Background 2.1 Systematic Architecture Reconstruction 2.2 Views 2.3 Static-Code Analysis 3 Related Work 4 Proposed Method 5 Case Study: Train Ticket 5.1 Domain View 5.2 Technology View 5.3 Service View 5.4 Operation View 5.5 Threats to Validity 6 Conclusion References Pyclone: A Python Code Clone Test Bank Generator 1 Introduction 2 Background 2.1 Basic Definitions 2.2 Types of Clones 3 Related Works 3.1 Need for Pyclone 4 Pyclone 4.1 Abstract Syntax Trees 4.2 Generation of Type 1 4.3 Generation of Type 2 4.4 Generation of Type 3 5 Threats to Validity 6 Conclusion References A Comprehensive Enterprise System Metamodel for Quality Assurance 1 Introduction 2 Background 3 Related Work 4 Proposed Method 5 Case Study 6 Conclusion References Knowledge Incorporation in Requirements Traceability Recovery 1 Introduction 2 Background 3 Related Word 4 Interactive Genetic Algorithm Adapted to RTR Problem 4.1 Individual Representation 4.2 Evaluation of Individual 4.3 Collecting and Integrating Feedbacks from Designers 4.4 Interactive Genetic Algorithm Adaptation 5 Experiments 5.1 Experimental Settings 5.2 Results and Discussion 6 Conclusion References On Log Analysis and Stack Trace Use to Improve Program Slicing 1 Introduction 2 Motivation 3 Related Work 4 Method 5 Implementation 6 Conclusion References Data-Driven Similarity Measures for Matrimonial Application 1 Introduction 2 Literature Review 2.1 Existing Applications 2.2 Similarity Measures 2.3 Usability Testing 3 Methodology 3.1 Data Preparation and Pre-processing 3.2 Similarity Measures Implementation 3.3 Remote Usability Testing 3.4 Results Evaluation 4 Results and Discussion 5 Conclusion References Proposal of Situation Estimation System Using AI Speaker 1 Introduction 2 Methods 3 Results and Discussion 3.1 Experiment 1 3.2 Experiment 2 4 Conclusions RPL-Based Adaptive Multi-metric Routing Mechanism 1 Introduction 2 Related Works 2.1 Routing Metrics 2.2 RPL 2.3 RPL Simulation Tools 3 Adaptive Multi-metric Routing Mechanism 3.1 Routing Metrics of Traditional RPL 3.2 Weighted Evaluation Function 3.3 Adaptive Multi-metric Routing Algorithm 4 Experimental Results 4.1 Experiment 1. Performance Analysis with Single Metric 4.2 Experiment 2. Adaptive Weight of ETX, ECP and HC 4.3 Experiment 3. Adaptive Weight of ETX, ECP and HC with k Value 5 Conclusions References NFC Label Tagging Smartphone Application for the Blind and Visually Impaired in IoT 1 Introduction 2 Existing Systems 2.1 WayAround Application 2.2 Digit-Eyes 3 Layout Interface Requirement 3.1 Interface Design Requirements for the Moderately Visually Impaired User 3.2 Interaction Experience of Visually Impaired People with Assistive Technology 3.3 Designing Mobile Application for Visually Impaired People 4 Proposed System 4.1 Interface Design 5 Proposed System 6 Result 7 Conclusion References COVID-19’s Telemedicine Platform 1 Introduction 2 Functionalities and System Architecture of the COVID-19’s Platform 3 The Technology Background 3.1 Measurement Devices 3.2 Indoor and Outdoor Positioning 3.3 Physiological Signal Monitoring 3.4 Space and time digitalization 3.5 Data Management Module 3.6 Artificial Intelligence 3.7 Analytic Applications, Reports and Alarms: 4 Functions and Potential Use Cases 4.1 COVID-19’s Protection Specialized Functions 5 Conclusions References Optimizing IoT Networks Through Combined Estimations of Resource Allocation and Computation Offloading 1 Introduction 2 Related Work 3 System Architecture and Problem Formulation 3.1 CPU Workload 3.2 Channel Traffic and Bandwidth 3.3 Modeling the Access Node 3.4 Modeling the Computing Node 3.5 Energy Expenditure 3.6 Problem Formulation 4 Simulation Setup 5 Analysis and Discussion 6 Conclusion and Future Work References A Decision Support Framework to Enhance Performance in Resource Constrained Devices 1 Introduction 2 Effectively Distributing Computation 3 Modelling the System 3.1 Modelling Local Node Computation 3.2 Modelling Edge Node Computation 3.3 Modelling Cloud Computation 4 Problem Formulation 5 Simulation 6 Discussion and Conclusion References Proactive Personalized Primary Care Information System (P3CIS) 1 Introduction 2 Internet of Things (IoT) and Sensors 3 Proactivity and Personalization in Primary Care 4 P3CIS Information Architecture 5 Security and Privacy of Data and Information 6 Parametric Performance Evaluation 7 Conclusions References CADAES – Cooperating Autonomous Drones for Agricultural and Entomological Safety 1 Introduction 2 Related Research 3 The CADAES Environment 4 Operation of the CADAES Environment 5 Design of the CADAES Environment 5.1 Design of Novel Drone Family 5.2 Communication and Networking Mechanisms 5.3 Agent-Based Coordination Mechanisms 5.4 Designing a Drone Operations Management and Information Exploitation Environment (DOMIE2) 5.5 Managing Agricultural Data Safety and Security of Individual Farmers 6 Parametric Performance Analysis of CADAES 7 Conclusions References Evaluation of NoSQL Databases Features and Capabilities for Smart City Data Lake Management 1 Introduction 2 Related Work 3 Research Evaluation Method 4 Results and Analysis 5 Conclusion References Construction of GAN Dataset to Generate Images Similar to Copyrighted Images 1 Introduction 2 Methods 3 Results and Discussion 4 Conclusions References