Innovative Mobile and Internet Services in Ubiquitous Computing

Name: Innovative Mobile and Internet Services in Ubiquitous Computing | Proceedings of the 15th International Conference on Innovative Mobile and Internet Services in Ubiquitous Computing (IMIS-2021)
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Proceedings of the 15th International Conference on Innovative Mobile and Internet Services in Ubiquitous Computing (IMIS-2021)

Leonard Barolli Kangbin Yim Hsing-Chung Chen(Herausgeber*in)

Springer (Verlag)

Erschienen am 23. Juni 2021

XXVII, 521 Seiten

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978-3-030-79728-7 (ISBN)

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Inhalt

Intro
Welcome Message of IMIS-2021 International Conference Organizers
IMIS-2021 Organizing Committee
Honorary Co-chairs
General Co-chairs
Program Committee Co-chairs
Advisory Committee Members
Award Co-chairs
International Liaison Co-chairs
Publicity Co-chairs
Finance Chair
Local Arrangement Co-chairs
Web Administrators
Steering Committee Chair
Track Areas and PC Members
1. Multimedia and Web Computing
Track Co-chairs
PC Members
2. Context and Location-aware Computing
Track Co-chairs
PC Members
3. Data Management and Big Data
Track Co-chairs
PC Members
4. Security, Trust and Privacy
Track Co-chairs
PC Members
5. Energy Aware and Pervasive Systems
Track Co-chairs
PC Member
6. Modeling, Simulation and Performance Evaluation
Track Co-chairs
PC Members
7. Wireless and Mobile Networks
Track Co-chairs
PC Members
8. Intelligent Technologies and Applications
Track Co-chairs
PC Members
9. Cloud Computing and Service-Oriented Applications
Track Co-chairs
PC Members
10. Ontology and Semantic Web
Track Co-chairs
PC Members
11. IoT and Social Networking
Track Co-chairs
PC Members
12. Embedded Systems and Wearable Computers
Track Co-chairs
PC Members
IMIS-2021 Reviewers
IMIS-2021 Keynote Talks
Asking AI Why: Explainable Artificial Intelligence Jayh (Hyunhee) Park Myongji University, Yongin, Korea
Co-evolution of Semantic and Blockchain Technologies Antonio Esposito University of Campania "Luigi Vanvitelli", Aversa, Italy
Contents
Implementation of a VR Preview Simulation System by Capturing the Human Body Movements
1 Introduction
2 Research Objective
3 System Configuration
3.1 VR Preview Space Control Function
3.2 VR Preview Space
3.3 Avatar Control Function
3.4 Object Storage
4 System Architecture
5 VR Preview Simulation System
5.1 Walk-Through Function
5.2 Door/Window Opening/Closing Function
5.3 Interior Layout Function
6 Functionality Evaluation
7 Conclusion
References
Projection Region Detection Model Based on BASNet
1 Introduction
2 Related Work
2.1 Traditional Salient Object Detection Methods
2.2 Salient Object Detection Based on Deep Learning
3 CS-BASNet
3.1 CS-BASNet Architecture
3.2 Attention Module
3.3 Loss Function
4 Experimental Analysis
4.1 Dataset
4.2 Experimental Setup
4.3 Evaluation Metrics
4.4 Evaluation of BASNet and CS-BASNet
5 Conclusion
References
Analysis of Epidemic Events Based on Event Evolutionary Graph
1 Introduction
2 Related Work
3 Proposed Framework
3.1 Design Knowledge Graph Based on EEG
3.2 Event Extraction
3.3 Relationship Recognition
4 Experiments
5 Conclusions
References
Proposal and Development of Anonymization Dictionary Using Public Information Disclosed by Anonymously Processed Information Handling Business Operators
1 Introduction
1.1 Anonymously Processed Information
1.2 Definition of Terms
1.3 Aims of This Paper
2 Motivation and Related Works
3 Development of Anonymization Dictionary
3.1 Overview
3.2 Construction Procedure for Anonymization Dictionary
4 Evaluation
4.1 Evaluation Method
4.2 Scenario-Based Evaluation
5 Discussion
5.1 Synonym Retrieval
5.2 Automatic Update
5.3 Limitation
6 Conclusion
References
VANETs Road Condition Warning and Vehicle Incentive Mechanism Based on Blockchain
1 Introduction
2 VANETs Road Condition Warning and Vehicle Incentive Mechanism Based on Blockchain
2.1 System Architecture
2.2 Vehicle Certification
2.3 Road Condition Warning
2.4 Reward and Punishment Mechanism
3 Security Analysis
3.1 Security Analysis
3.2 Performance Analysis
4 Conclusion
References
An Authentication Scheme for Car-Home Connectivity Services in Vehicular Ad-Hoc Networks
1 Introduction
2 Preliminaries
2.1 Zero-Knowledge Proof
2.2 Paillier's Homomorphic Encryption
3 The Proposed Scheme
3.1 Network Model
3.2 Construction
4 Use Case
5 Security Analysis and Performance Analysis
5.1 Security Analysis
5.2 Performance Analysis
6 Conclusions
References
Vulnerability Analysis of Software Piracy and Reverse Engineering: Based on Software C
1 Introduction
2 Related Works
3 Analysis of Copyright Protection Technology and Restriction Function of Software C
4 Software C Piracy Vulnerability Analysis
4.1 License Authentication Vulnerability Analysis
5 Conclusion
References
PtPeach: Improved Design and Implementation of Peach Fuzzing Test for File Format
1 Introduction
2 Background
2.1 Intel Processor Trace
2.2 Peach Test Cases Mutation Strategies
3 Design and Implementation
3.1 Getting the Coverage of the Program
3.2 Key Field Type Targeting
3.3 Mutation Strategy Optimization
3.4 Experiment and Evaluation
4 Conclusion
References
An Efficient Approach to Enhance the Robustness of Scale-Free Networks
1 Introduction
2 Related Work
3 Scale-Free Networks Topology and Robustness Optimization
3.1 Construction of Initial Topology
3.2 Centrality Measures
4 Simulation Results and Discussion
5 Conclusion
References
A Blockchain Based Secure Authentication and Routing Mechanism for Wireless Sensor Networks
1 Introduction
2 Related Work
2.1 Trust Based Localization of Sensor Nodes
2.2 Authentication of Sensor Nodes
2.3 Secure Routing Schemes
2.4 Blockchain for IoT Devices
2.5 Data Security and Attack Detection
3 Proposed System Model
4 Simulations and Results
5 Conclusion
References
Blockchain Based Authentication and Trust Evaluation Mechanism for Secure Routing in Wireless Sensor Networks
1 Introduction
2 Related Work
2.1 Trust Evaluation for Malicious Nodes Detection
2.2 Node's Authentication to Ensure Data Confidentiality and Validity
2.3 Secure Routing Protocols in a WSN
2.4 Lightweight Blockchain for IoT
2.5 Good Performance Regarding Data Storage
2.6 Data Security and Privacy
2.7 Blockchain Based Fair Non-repudiation Mechanism
3 System Model
4 Results and Discussions
5 Conclusion and Future Work
References
Towards Energy Efficient Smart Grids: Data Augmentation Through BiWGAN, Feature Extraction and Classification Using Hybrid 2DCNN and BiLSTM
1 Introduction
2 Related Work
3 Proposed System Model
4 Model Evaluation
4.1 Performance Metrics
4.2 Simulation Results
5 Conclusion
References
Comparative Study of Data Driven Approaches Towards Efficient Electricity Theft Detection in Micro Grids
1 Background Study
2 Acquiring Dataset and Handling Class Imbalanced Problem
3 State-of-the-Art NTL Detection Techniques
4 Experimental Results
5 Conclusion
References
Routing Strategy for Avoiding Obstacles During Message Forwarding in Mobile Ad-Hoc Network
1 Introduction
2 Related Works
3 Adapted Predict Obstacle
3.1 Forwarding Direction
3.2 Phenomenon When Nodes Are Close to Obstacles
3.3 Connections Change Rate
3.4 The Oldest Survival Age
3.5 Probability for Predicting Obstacles
3.6 Select Unlimited Nodes
4 Performance Evaluation
5 Conclusion
References
Fuzzing Method Based on Selection Mutation of Partition Weight Table for 5G Core Network NGAP Protocol
1 Introduction
2 N2 Interface and NGAP Protocol Analysis
2.1 N2 Interface
2.2 NGAP Protocol
3 Fuzzing Tool Architecture
4 Selection Mutation Algorithms Based on Partition Weight Table
5 Experimental Results
5.1 Testing Environment Free5GC
5.2 Testing Results
6 Conclusion
References
Simulation Results of a DQN Based AAV Testbed in Corner Environment: A Comparison Study for Normal DQN and TLS-DQN
1 Introduction
2 DQN Based AAV Testbed
2.1 Quadrotor for AAV
2.2 DQN for AAV Mobility
3 TLS-DQN
4 Simulation Results
5 Conclusion
References
Stochastic Geometric Analysis of IRS-aided Wireless Networks Using Mixture Gamma Model
1 Introduction
1.1 Related Work
1.2 Contributions
2 Mixture Gamma Approximation Based Fading Model
3 System Model
3.1 Network Model
3.2 Channel Model
4 Performance Analysis
5 Numerical Results
6 Conclusion
References
Performance Evaluation of CM and RIWM Router Replacement Methods for WMNs by WMN-PSOHC Hybrid Intelligent Simulation System Considering Chi-square Distribution of Mesh Clients
1 Introduction
2 Proposed and Implemented Simulation System
2.1 Particle Swarm Optimization
2.2 Hill Climbing
2.3 WMN-PSOHC System Description
3 WMN-PSOHC Web GUI Tool
4 Simulation Results
5 Conclusions
References
Web Page Classification Based on Graph Neural Network
1 Introduction
2 Related Word
2.1 Graph Neural Network
3 Problem Formulation and Definition
3.1 Web Page Html
3.2 Web Page Graph
4 Model
4.1 Overview
4.2 Build Web Page Graph
4.3 Web-GNN
5 Experiments
5.1 Baseline
5.2 Dataset
5.3 Experimental Setup and Tools
5.4 Experimental Results
6 Conclusion
References
Malicious Encrypted Traffic Identification Based on Four-Tuple Feature and Deep Learning
1 Introduction
2 Related Work
3 Proposed Method
3.1 Four-Tuple as Analysis Unit
3.2 Feature Extraction
3.3 Model
4 Experiments
4.1 Data Set and Data Processing
4.2 Evaluation Indicators
4.3 Results and Analyses
5 Conclusion
References
Improved Optimal Reciprocal Collision Avoidance Algorithm in Racing Games
1 Introduction
2 ORCA Algorithm and IORCA Algorithm
2.1 ORCA Algorithm
2.2 Improved ORCA Algorithm
3 Implementation and Discussion
3.1 Static Obstacle
3.2 Advanced AI Blocking and Overtaking
3.3 Multiple Racing AIs Passing the Curve
3.4 Playability Test
4 Conclusions
References
An Intelligent Travel Application Using CNN-Based Deep Learning Technologies
1 Introduction
2 Related Works
3 Coin Recognition
4 Data Preprocessing
5 Coin Recognition Model
5.1 Only YOLOv4
5.2 YOLOv4 + Image Classification
6 Experimental Results and Travel Application Implementation
6.1 Coin Recognition Experiment Results
6.2 Travel Application Implementation
6.3 Application Structure
7 Conclusions and Future Works
References
Reduced CNN Model for Face Image Detection with GAN Oversampling
1 Introduction
2 Related Work
3 Proposed Reduced Model
3.1 Data Collection
3.2 Data Imbalance Problem
3.3 Data Preprocessing
3.4 Proposed Model with Hyperparameter
3.5 Data Oversampling and Augmentation
4 Performance Evaluation
4.1 ImageDataGenerator Dataset Results
4.2 ImageDataGenerator Dataset with GAN Results
5 Conclusion
References
Power Meter Software Quality Analysis Based on Dynamic Binary Instrumentation
1 Introduction
2 Related Work
2.1 Fuzzing
2.2 Software Instrumenting
2.3 Ptrace
3 System Design
4 Dynamic Binary Instrumentation
4.1 Disassembly
4.2 Basic Block Analysis
4.3 Stake Selection and Storage
4.4 Code Instrumentation
4.5 Dynamic Monitoring
5 The Path-Analyzing Algorithm
5.1 Path Storage
5.2 Path Searching
5.3 Coverage Rate Statistics
6 Quality Evaluation Model
6.1 Evaluation of the Completeness of the Fuzzing Test
6.2 Analyze the Uniqueness of the Crash Sample
6.3 Comprehensive Evaluation Test Process
7 Analysis of Advantages and Disadvantages
8 Summary
References
DClu: A Direction-Based Clustering Algorithm for VANETs Management
1 Introduction
2 Related Work
3 Direction-Based Clustering
3.1 Network Modeling
3.2 Displacement Angle
3.3 The Threshold
3.4 The Algorithm
4 Evaluation
5 Conclusions
References
ComPass: Proximity Aware Common Passphrase Agreement Protocol for Wi-Fi Devices Using Physical Layer Security
1 Introduction
2 Preliminaries
3 ComPass Protocol
3.1 Synchronized CSI Collection
3.2 Parameter Extraction
3.3 Parameter Quantization
3.4 Reconciliation
3.5 Mapping Bits to Passphrase
4 Security Analysis
4.1 Outlook on Privacy Amplification
5 Implementation
6 Conclusion
References
Fuzzing with Multi-dimensional Control of Mutation Strategy
1 Introduction
2 Related Work
3 Design of Multidimensional Mutation Strategy
3.1 Reinforcement Learning
3.2 Double Q-Learning
3.3 Multidimensional Control of Mutation Strategy
4 Implementation
4.1 DDQN Model
4.2 Mutation Strategy
5 Evaluation
5.1 Real-World Programs
5.2 LAVA-M Dataset
6 Conclusion
References
An ELF Recovery Method for Linux Malicious Process Detection
1 Introduction
2 Related Work
3 Basic Design
3.1 Process Information Extraction Module
3.2 Process Memory Extraction Module
3.3 ELF File Recovery Module
3.4 Malicious Process Detection Module
4 Results and Discussion
4.1 Environment
4.2 Dataset
4.3 Experiment
4.4 Discussion
5 Limitation and Future Research
6 Conclusion
References
A High Efficiency and Accuracy Method for x86 Undocumented Instruction Detection and Classification
1 Introduction
2 Related Work
2.1 Vulnerabilities of Processors
2.2 Methods of Detecting Undocumented Instructions
3 Implementation
3.1 Improving Instruction Searching Algorithm
3.2 Result Classification
4 Evaluation and Result
4.1 Evaluation of Instruction Searching Algorithm
4.2 Evaluation of Instruction Classification
5 Limitation and Future Research
6 Conclusion
References
Simulation-Based Fuzzing for Smart IoT Devices
1 Introduction
2 Related Work
2.1 Firmware Simulation
2.2 Fuzzing
2.3 Binary Instrumentation
3 System Design
3.1 Static Configuration Analysis
3.2 Dynamic Executing Analysis
3.3 Monitor and Information Feedback
3.4 Fuzzing Control Module
4 Experiment and Result
4.1 Experiment
4.2 Result Evaluation
5 Limitation and Future Direction
6 Conclusion
References
On the Neighborhood-Connectivity of Locally Twisted Cube Networks
1 Introduction
2 Preliminary
3 Neighborhood-Connecitivity of LTQn
4 Conclusion
References
Assessing the Super Pk-Connectedness of Crossed Cubes
1 Introduction
2 Preliminary
3 Super Pk- and P*k-Connectedness of CQn
4 Conclusion
References
Learning Performance Prediction with Imbalanced Virtual Learning Environment Students' Interactions Data
1 Introduction
2 Literature Review
3 Proposed Methods
3.1 Learning Performance Prediction Task
3.2 Dataset Information
3.3 Data Preprocessing and Feature Construction
3.4 Imbalanced Data Challenge
3.5 Performance Metrics
4 Experimental Results and Discussions
5 Conclusion
References
An APP-Based E-Learning Platform for Artificial Intelligence Cross-Domain Application Practices
1 Introduction
2 Literature Review
2.1 Research on Inquiry Learning
2.2 Research on Misconceptions
2.3 Research on Situated Learning
3 Research Methods
3.1 Research Scenario
3.2 Structure of the Proposed System
4 Research Results and Performance Analysis
4.1 Paired Sample t Test of Pre-test
4.2 Paired Sample t Test of Academic Performance for Two Groups
4.3 Comparison of Learning Attitudes Between Pre-test and Post-test
4.4 Comparison of Pre-test and Post-test for Learning Achievement
4.5 Survey of System Usage Satisfaction
5 Conclusion
References
Automatic Control System for Venetian Blind in Home Based on Fuzzy Sugeno Method
1 Introduction
2 Related Works
3 Methods
3.1 Research Approach
3.2 Research Stages
4 Results and Discussion
4.1 Testing and Analysis of Light Dependent Resistor and Rain Drop Sensor
5 Conclusion
References
Combining Pipeline Quality with Automation to CI/CD Process for Improving Quality and Efficiency of Software Maintenance
1 Introduction
2 Importance of Software Maintenance
2.1 The Values of Software Maintenance
2.2 Improvement Methods for Software Maintenance
3 CD/CD Pipeline Workflow and Pipeline Automation
3.1 CI/CD Pipeline Workflow
3.2 CI/CD Pipeline Automation
4 CI/CD Process Quality Measurement
4.1 Pipeline Workflow and Automation Quality Factors of CI/CD
4.2 Multi-layer Quality Measurement Model
5 CI/CD Process Quality Improvement Procedure
6 Conclusions
References
Efficient Adaptive Resource Management for Spot Workers in Cloud Computing Environment
1 Introduction
2 Backgrounds
2.1 Normal Workers and Spot Workers
2.2 Reliability and Replication Factor
3 System Design
3.1 Groups and Execution Success Rate
3.2 Groups and Throughput
3.3 Trade-Off Property Between and
4 Adaptive Replication Algorithms
5 Experiments
6 Conclusions and Future Studies
References
You Draft We Complete: A BERT-Based Article Generation by Keyword Supplement
1 Introduction
2 Text Generation Methods
2.1 Left to Right Generation
2.2 Round Robin Generation
2.3 Context Level Parallel Generation
3 Experiments
3.1 Experimental Settings
3.2 Token Score Comparison and Case Study
4 Conclusion
References
A Q-Learning Based Downlink Scheduling Algorithm for Multiple Traffics in 5G NR Systems
1 Introduction
2 Relate Work
2.1 5G NR Physical Layer
2.2 Scheduling and Resource Allocation (SRA)
2.3 Packet Scheduling Algorithm Analysis
2.4 The Concept of Q-Learning
3 Proposed Q-Learning Based SRA Algorithm - QSRAS
4 Simulation and Performance Analysis
4.1 Simulation Scenario
4.2 Performance Evaluation
5 Conclusions and Future Studies
References
Study on the Relationship Between Dividend, Business Cycle, Institutional Investor and Stock Risk
1 Introduction
2 Literature Review
3 Methodology
3.1 Hypothesis
3.2 Model
4 Empirical Result
4.1 Descriptive Statistics
4.2 Individual Risk
4.3 Market Risk
5 Conclusion
References
The Choice Between FDI and Selling Out with Externality and Exchange Rate
1 Introduction
2 Literature Review
3 Methodology
4 Predictable Results
5 Conclusion
References
Performance of the Initial Public Offering in the Taiwan Stock Market
1 Introduction
2 Literature Review
3 Data and Methodology
4 Empirical Results
5 Conclusion
References
Analysis of the Causal Relationship Among Diversification Strategies, Financial Performance and Market Values by the Three-Stage Least Squares (3SLS)
1 Introduction
2 Literature Review
2.1 Relationship Between Company Size and Degree of Product Diversification
2.2 Relationship Between Management Team Heterogeneity and Degree of Product Diversification
2.3 Influences of Diversification Degree on Financial Performance
2.4 Influences of Financial Performance on Market Values
2.5 Influences of Diversification Degree on Corporate Values
3 Research Methods
3.1 Research Period and Data Sources
3.2 Variable Definition
3.3 Empirical Model
4 Empirical Results
5 Conclusion
References
Macroeconomic Variables and Investor Sentiment
1 Introduction
2 Literature Review and Hypotheses
2.1 Investor Sentiment Related Literature
2.2 Institutional Investors Related Literature
2.3 Business Cycle Related Literature
References
College Students' Learning Motivation and Learning Effectiveness by Integrating Knowledge Sharing, Action Research and Cooperative Learning in Statistics
1 Research Motive and Purpose
2 Literature Review
3 Research Question
4 Research Methodology
5 Teaching Outcomes and Results
6 Recommendations and Reflections
References
A Feasibility Study of the Introduction of Service Apartment Operation Model on Long-Term Care Institutions
1 Introduction
2 Methodology
2.1 Case Study
2.2 Interview
3 Analysis Results
3.1 Company A
3.2 SWOT Analysis
3.3 TOWS Analysis
3.4 Marketing Strategy Analysis
4 Conclusions
References
Research on the Integration of Information Technology into Aesthetic Teaching in Kindergartens
1 Introduction
2 Related Research on Teaching in the Field of Information Technology and Aesthetics
3 Research Methods and Statistical Analysis
4 Conclusion
References
A Simulation System for Analyzing Attack Methods in Controller Area Network Using Fuzzing Methods
1 Introduction
2 Related Work
2.1 Automotive Networks
2.2 CAN Vulnerabilities
2.3 Attack Methods
3 Simulation System
4 Evaluation Results
5 Conclusions
References
Combination of Pseudonym Changing with Blockchain-Based Data Credibility for Verifying Accuracy of Latest Vehicle Information in VANETs
1 Introduction
2 Related Work
3 The Proposed Scheme
3.1 System Model
3.2 Pseudonym Change
3.3 Data Rating
4 Safety Analysis
4.1 Privacy Protection
4.2 Distributed Consistency
4.3 Prevent Malicious Tampering
4.4 Unlinkability
5 Conclusions
References
Vulnerability Analysis of Intellectual Property Rights Using Reverse Engineering: Based on Software D
1 Introduction
2 Related Works
3 Vulnerability Analysis of Software D License Authentication
4 Conclusion
References
Web Crawler for an Anonymously Processed Information Database
1 Introduction
2 Status of Anonymously Processed Information
2.1 Data
3 Crawler System for Anonymously Processed Information
3.1 Outline
3.2 Accuracy
3.3 Results
3.4 Coverage
4 Conclusion
References
A Scheme for Checking Similarity and Its Application in Outsourced Image Processing
1 Introduction
2 Preliminary Knowledge
2.1 SIFT Algorithm [1]
2.2 Paillier Algorithm [3]
3 A Scheme for Checking Image Similarity
3.1 System Settings
3.2 Encryption
3.3 Hamming Distance Calculation
3.4 Decryption
3.5 Correctness Analysis
4 Applications
5 Summary
References
Author Index

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