Security with Intelligent Computing and Big-data Services

Name: Security with Intelligent Computing and Big-data Services | Proceedings of the Second International Conference on Security with Intelligent Computing and Big Data Services (SICBS-2018)
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Proceedings of the Second International Conference on Security with Intelligent Computing and Big Data Services (SICBS-2018)

Ching-Nung Yang Sheng-Lung Peng Lakhmi C. Jain(Editor)

Springer (Publisher)

1st Edition

Published on 16. April 2019

XVII, 928 pages

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978-3-030-16946-6 (ISBN)

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Content

Intro
Preface
Organization
Honorary Chairs
General Chairs
Organizing Chairs
Program Chairs
Technical Program Committee
Contents
Blockchain Technology and Application
Fast Adaptive Blockchain's Consensus Algorithm via Wlan Mesh Network
1 Introduction
2 Related Works
3 Method
3.1 Consensus Algorithm
3.2 Structure of Implementation
3.3 Setup Flow
3.4 Node Discovery Protocol
3.5 Master Vote Strategy
4 Experiments and Evaluation
4.1 Experiments
4.2 Evaluation
5 Conclusion
References
Toward a Blockchain Based Image Network Copyright Transaction Protection Approach
Abstract
1 Introduction
2 Technical Framework and Protection Mechanism
3 Implementation Process
4 Evaluation and Discussion of Transaction Protection Scheme
4.1 Comparative Analysis of Transaction Protection Scheme
4.2 Discussion
5 Conclusion
Acknowledgments
References
A Blockchain-Based Scheme for Secure Sharing of X-Ray Medical Images
1 Introduction
2 Related Works
2.1 Blockchain Technology
2.2 Digital Watermarking
3 Blockchain-Based System Design
3.1 System Structure
3.2 X-Ray Image Encryption
3.3 Digital Watermarking for Multimodality Image
3.4 Blockchain Implementation
4 Experiments and Evaluation
4.1 Experiments
4.2 Evaluation
5 Conclusion
References
Blockchain Based Data Trust Sharing Mechanism in the Supply Chain
1 Introduction
2 Data Trust Sharing Architecture
2.1 Blockchain Based Transaction Processing Model
2.2 Blockchain Based Data Processing
2.3 Inter-chain Data Correlation Model of Supply Chain
3 Blockchain-Based Supply Chain Platform Implementation
3.1 Account Management Module
3.2 Data Request Processing Module
3.3 Use Case Analysis
4 Summary
References
Designing Smart-Contract Based Auctions
1 Introduction
2 Background and Related Work
2.1 Auction
2.2 Blockchain and Smart Contract
2.3 Blockchain-Based Bidding Systems
3 Design and Implementation of a Smart-Contract Based Bidding System
3.1 Ethereum
3.2 Tools and Environment
3.3 Implementation Details
3.4 Evaluation of the System
4 Conclusion
References
Blockchain-Based Autonomous Peer to Peer Information Interaction System in Financial Audit
Abstract
1 Introduction
2 System Architecture Model
3 System Function Module
3.1 Design of Data Identification Based on Blockchain
3.2 Data Identification Analysis Module
3.3 Data Encryption and Decryption Module
4 System Construction and Experimental Effect Analysis
4.1 Request Primary Identification
4.2 Request Secondary Identification
5 Conclusion
Acknowledgement
References
Multimedia Security
Relations Between Secret Sharing and Secret Image Sharing
1 Introduction
2 Typical Secure Technique Relations
2.1 Relations Between Encryption, Information Hiding, SS and SIS
2.2 The Feature Analysis of Image
2.3 SS and SIS
3 Some Typical Principles Analyses
3.1 Polynomial-Based SS and SIS Schemes
3.2 CRT-Based SS and SIS Schemes
3.3 VSS
4 Experimental Results and Analyses
4.1 Polynomial-Based SIS Experiments
4.2 CRT-Based SIS Experiments
5 Conclusion
References
Enhanced Secret Image Sharing Using POB Number System
1 Introduction
2 Preliminaries
2.1 POB Number System
2.2 POB Based (2,2) Secret Image Sharing
3 Proposed Scheme
4 Experimental Results
5 Conclusion
References
Study on Security Enhancing of Generalized Exploiting Modification Directions in Data Hiding
Abstract
1 Introduction
2 Related Works
2.1 EMD (Exploiting Modification Direction) [10]
2.2 GEMD (General Exploiting Modification Direction) [5]
2.3 Enhance Embedding Capacity of Generalized Exploiting Modification Directions in Data Hiding [7]
3 Proposed Method
3.1 Incremental Sequence Creation
3.2 Convert the Length of the Message Through an Incremental Sequence
3.3 Pixel Grouping
3.4 A High Security Hiding Method
3.5 Secret Message Extraction Method
3.6 This Method Example
4 Experimental
4.1 Experimental Environment
4.2 Image Quality Assessment
4.3 Experimental Results
4.4 Comparison of Related Research
4.5 Characteristic Analysis
4.6 Security Analysis
5 Conclusions
Acknowledgement
References
High-Fidelity Reversible Data Hiding in JPEG Images Based on Two-Dimensional Histogram
Abstract
1 Introduction
2 Related Works
2.1 JPEG Compression
2.2 Coefficient-Pair-Mapping (CPM) [8]
3 Proposed Method
3.1 Pairwise Coefficient Combination Based on Internal Exchange
3.2 Coefficient-Pairs Selection Strategy
3.3 Side Information
3.4 Data Embedding and Extraction
4 Experimental Results and Analysis
5 Conclusion
Acknowledgments
References
A Lossless Polynomial-Based Secret Image Sharing Scheme Utilizing the Filtering Operation
1 Introduction
2 Preliminaries
2.1 Polynomial-Based Secret Image Sharing
2.2 Solutions to PSISS with Lossless Recovery
3 Lossless Polynomial-Based Secret Image Sharing
3.1 Design Concept
3.2 Proposed Scheme
4 Performance Analysis
4.1 Discussion on Security
4.2 Discussion on Time Costs
5 Experiments and Comparisons
5.1 Image Illustration
5.2 Statistics on Time Costs
6 Conclusion
References
CT Image Secret Sharing Based on Chaotic Map and Singular Value Decomposition
Abstract
1 Introduction
2 The Proposed Scheme
2.1 Generation of CT Subgraphs
2.2 Production of Several Shadow Images
2.2.1 Permutation of CT Subgraphs
2.2.2 Diffusion of CT Subgraphs
2.2.3 Production of Several Shadow Images
2.3 Recovery of Secret CT Image
3 Test Results and Performance Analysis
3.1 Statistical Analysis
3.2 Key Space Analysis
3.2.1 Key Quantity Analysis
3.2.2 Key Sensitivity Analysis
3.3 Peak Signal to Noise Ratio
3.4 Ciphertext Sensitivity Analysis
4 Conclusion
References
Information Processing
Robust Speaker Recognition Using Improved GFCC and Adaptive Feature Selection
Abstract
1 Introduction
2 Adaptive Feature Selection as the Front End
2.1 Improved GFCC
2.2 Adaptive Feature Selection
3 I-vector-PLDA System
3.1 The Flowcharts for I-vector-PLDA Model
3.2 The Theory of I-vector Speaker Recognition System
3.3 I-vector Extraction
4 Experiments
4.1 Experiment Setup
4.2 Experiment Results
5 Conclusion
References
Outlier Detection Based on Local Density of Vector Dot Product in Data Stream
1 Introduction
2 LDVP-OD: Outlier Detection Based on Local Density of Vector Dot Product in Data Stream
2.1 Model Based on Sliding Window and Multiple Validations
2.2 Outlier Detection
2.3 Determining the Parameters and
3 Experimental Result and Analysis
3.1 Experiment on Synthetic Datasets
3.2 Experiments on Real Datasets
3.3 Time Complexity Evaluation
4 Conclusion and Future Work
References
Multi-level Competitive Swarm Optimizer for Large Scale Optimization
1 Introduction
2 Preliminaries
2.1 Problem Statement
2.2 PSO and Its Developments
3 Multi-level Competitive Swarm Optimizer
3.1 Motivation
3.2 MLCSO
4 Experiments
4.1 Experimental Setup
4.2 Parameter Settings
4.3 Comparisons with State-of-the-Art Methods
5 Conclusion
References
Experimental Comparison of Free IP Geolocation Services
1 Introduction
2 Backgroud
2.1 Local IP Geolocation Services
2.2 Online IP Geolocation Services
3 Comparative Experiment
3.1 Test Dataset
3.2 Experimental Method
3.3 Data Richness Comparison
3.4 Comparison of Query Accuracy
3.5 Comparison of Query Speed
4 Conclusion
References
Integrating Multiple Feature Descriptors for Computed Tomography Image Retrieval
1 Introduction
2 Computed Tomography Image Descriptors
2.1 Principal Components Descriptor (PCD)
2.2 Scale Invariant Feature Transform Descriptor (SIFTD)
2.3 Roberts Gradient Descriptor (RGD)
3 Experimental Results
3.1 Database and Evaluation Criteria
3.2 Computed Tomography Image Retrieval Results
4 Conclusion
References
Automatic Forgery Localization via Artifacts Analysis of JPEG and Resampling
Abstract
1 Introduction
2 Analysis of JPEG and Resampling Artifacts
2.1 JPEG Compression Model
2.1.1 JPEG Compression Process
2.1.2 JPEG-GHOST Phenomenon
2.1.3 Blocking Effect Model
2.2 Analysis of Periodicity of Interpolation
3 Proposed Method
4 Experimental Results
5 Conclusion
Acknowledgments
References
Arbitrary Style Transfer of Facial Image Based on Feed-Forward Network and Its Application in Aesthetic QR Code
Abstract
1 Introduction
2 Related Work
2.1 Aesthetic QR Code
2.2 Style Transfer
3 A New Method of Style Transfer
3.1 The Activation Based on Semantic Segmentation Result
3.2 Non-parametric Image Style Transfer Network
3.3 Repeating Restriction Similarity Constraints
3.4 The Color Uniform Regularization of Facial Image
3.5 Loss Function
4 The Implementation of Style Transfer
5 Experimental Results of Style Transfer
6 Aesthetic QR Code Method Based on Arbitrary Stylized Network of Facial Image
6.1 RS Code Encoding Mechanism
6.2 Aesthetic QR Code Generation
6.3 Experimental Results
7 Conclusion
Acknowledgments
References
Aesthetic QR Code Authentication Based on Directed Periodic Texture Pattern
Abstract
1 Introduction
2 Watermark Embedding
2.1 The Generating Algorithm of Aesthetic QR Code
2.2 The Fusion of Aesthetic QR Code and Texture Pattern
3 Watermark Extraction and Message Detection
3.1 Correction of QR Code
3.2 Calculation of Autocorrelation Function
3.3 Watermark Message Extraction
4 Experiments
4.1 Subjective Evaluation
4.2 Objective Evaluation
4.3 Robustness Against Distance Variations
4.4 Robustness Against Angle Variations
5 Conclusion
Acknowledgments
References
A Heterogeneous Multiprocessor Independent Task Scheduling Algorithm Based on Improved PSO
Abstract
1 Introduction
2 Heterogeneous Multiprocessor Independent Task Scheduling Model
2.1 System Model
2.2 Assumptions
2.3 Objectives
3 Related Works
4 PSO Algorithm
5 Based on Improved PSO Scheduling Algorithm
6 Experiments and Analysis
6.1 Environment of the Experiments
6.2 Experimental Result
7 Conclusions
Acknowledgments
References
Cross-Domain Text Sentiment Classification Based on Wasserstein Distance
Abstract
1 Introduction
2 Wasserstein Distance Based Domain Adversarial Model
2.1 Task Description
2.2 W-DSN Description
2.3 Deep Features Extraction with Denosing Autoencoder
2.4 The Domain Adversarial Based on Wasserstein Distance
2.5 Domain Separation Based on Orthogonal Constraint
2.6 Sentiment Classifier
2.7 Object Function
3 Experimental Result
3.1 Datasets
3.2 Parameter Settings
3.3 Compared Methods
3.4 Experimental Results and Analysis
3.5 Data Distribution
4 Conclusion
References
WebRTC-Based On-Site Operation and Maintenance Adaptive Video Streaming Rate Control Strategy
Abstract
1 Introduction
2 Multi-point Remote Collaborative Video Communication Architecture
3 Adaptive Transmission Rate Control Strategy
3.1 Video Streaming Rate Control Framework
3.2 Video Streaming Rate Control Strategy
4 Simulation
5 Conclusion
References
Evaluation of Enzymatic Extract with Lipase Activity of Yarrowia Lipolytica. An Application of Data Mining for the Food Industry Wastewater Treatment
Abstract
1 Introduction
2 Materials and Methods
2.1 Strain and Culture Conditions
2.2 Crude Enzymatic Extract (CEE)
2.3 Chemical and Physical Wastewater Evaluation
2.4 Enzymatic Activity Evaluation of the of the Lipase Fraction in Different Treatments
2.5 Data Analysis
3 Results and Discussion
3.1 Chemical and Physical Wastewater Evaluation
3.2 Enzymatic Activity Evaluation of the Lipase Fraction in Different Treatments
4 Conclusion
Acknowledgments
References
Load-Balancing-Based Reliable Mapping Algorithm for Virtual Resources in Power Communication Network
Abstract
1 Introduction
2 System Model
2.1 Problem Description
2.2 Algorithm Design
2.3 Algorithm Analysis
3 Simulation Environment
4 Simulation Results
5 Conclusion
Acknowledgment
References
Security of Network, Cloud and IoT
Enhancing Network Intrusion Detection System Method (NIDS) Using Mutual Information (RF-CIFE)
1 Introduction
2 Background and Related Work
2.1 Background
2.2 Related Work
3 Our Proposed Methodology
3.1 Random Forest for Feature Importance
3.2 Conditional Infomax Feature Extraction
3.3 Proposed RF-CIFE Mechanism
4 Experimentation and Evaluation Results
4.1 Experimentation
4.2 Evaluation Results
5 Conclusion
References
You Are What You Search: Attribute Inference Attacks Through Web Search Queries
1 Introduction
2 Related Work
2.1 Attribute Inference
2.2 Query Classification
2.3 Ensemble Learning
3 Methodology
3.1 Overall Approach
3.2 Query Representation
3.3 Feature Selection
3.4 Stacked Generalization
4 Experiments
4.1 Dataset
4.2 Evaluation Settings and Metrics
4.3 Results and Analysis
5 Discussion
6 Conclusion
References
New Publicly Verifiable Cloud Data Deletion Scheme with Efficient Tracking
1 Introduction
1.1 Our Contributions
1.2 Related Work
1.3 Organization
2 Preliminaries
2.1 Merkle Hash Tree
3 Problem Statement
3.1 System Model
3.2 Security Threats
3.3 Design Goals
4 Our Construction
4.1 High Description
4.2 The Concrete Construction
5 Analysis of Our Scheme
5.1 Security Analysis
5.2 Comparison
6 Conclusion
References
A Transient Grid Security Control Algorithm Based on EMS System
Abstract
1 Introduction
2 Preliminaries
2.1 Grid Transient Stability
2.2 EMS
2.3 OPF
3 A Transient Grid Security Control Algorithm Based on EMS System
3.1 Processing Grid Data in EMS System
3.2 A Transient Grid Security Control Algorithm
4 Experiment Evaluation
5 Conclusion
References
Security Analysis of Bioinformatics WEB Application
Abstract
1 Introduction
1.1 Bioinformatics WEB Application
1.2 PubMed
1.3 Web Security of Bioinformatics Applications
1.4 Web Security Issues
1.5 Motivation and Objective
2 Method
2.1 Data Source
2.2 Accessibility Analysis
2.3 Server Software Security Analysis
2.4 HTTPS Support Test and Security Rating
2.5 Git Leakage Detection
2.6 Manual Penetration Test
2.7 Vulnerability Report
3 Result and Discussion
3.1 Accessibility Analysis
3.2 Server Software Security Analysis
3.3 HTTPS Support Test and Security Rating
3.4 Git Leakage Detection and Manual Penetration Test Result
3.5 Vulnerability Report
3.6 Case Study - from Git Leak to Root Privilege
4 Conclusion and Future Work
Acknowledgement
References
Dynamic Network Configuration: An Effective Defensive Protocol for Public Blockchain
1 Introduction
2 Background
3 Vulnerability Analysis
3.1 Selfish Mining
3.2 Eclipse Attack
3.3 Information Delaying Attack
4 Dynamic Network Configuration
4.1 Preprocessing Module
4.2 Outgoing Connection Maintenance Module
4.3 Substitutive Peer Selection Module
5 Defensive Capability Analysis
5.1 Selfish Mining
5.2 Eclipse Attack
5.3 Information Delaying Attack
6 Related Work
7 Conclusion
References
Survival Model for WiFi Usage Forecasting in National Formosa University
Abstract
1 Introduction
2 Methodology
2.1 Kaplan Meier Estimator Model (KM)
2.2 Cox Proportional Hazards Model (Cox PH)
2.3 Random Survival Forest Model (RSF)
2.4 Data
3 Evaluation Result
3.1 Kaplan Meier Survival
3.2 Cox Proportional Hazards Model
3.3 Random Survival Forest
3.4 Comparison and Predictive Performance
4 Conclusion
References
An Auditing Scheme for Cloud-Based Checkout Systems
Abstract
1 Introduction
2 Related Works
3 The Proposed Auditing Scheme
3.1 Registration Phase
3.2 Login Phase
3.3 Transaction Phase
3.4 Auditing and Clearing Phase
4 Security Analysis and Implementation
5 Conclusion
References
Implementation of an IP Management and Risk Assessment System Based on PageRank
Abstract
1 Introduction
2 Related Works
2.1 Intrusion Detection System
2.2 Link Analysis
2.3 Risk Assessment
3 System Design
3.1 System Architecture
3.2 Attack IP Management Module
3.3 Suspicious IP Management Module
4 Experiment and Evaluation
5 Conclusion and Future Work
References
Integrated Forensic Tool for Network Attacks
Abstract
1 Introduction
2 Related Work
3 System Design
3.1 Collection Stage
3.2 Analysis Stage
4 Evaluation
5 Conclusion
References
Cryptanalysis of Anonymous Three Factor-Based Authentication Schemes for Multi-server Environment
Abstract
1 Introduction
2 Review of Ali-Pal's Scheme [23]
2.1 Initialization Phase
2.2 Server Registration Phase
2.3 User Registration Phase
2.4 Login Phase
2.5 Authentication and Key Agreement Phase
2.6 Password Change Phase
3 Cryptanalysis of Ali-Pal's Scheme
3.1 Offline Password Guessing Attack
3.2 Replay Attack
3.3 KSSTI Attack
4 Review of Feng et al.'s Scheme [24]
4.1 Initialization
4.2 User Registration
4.3 Cloud Server Registration
4.4 Authentication and Session Key Agreement
4.5 Password Updating
5 Cryptanalysis of Feng et al.'s Scheme
5.1 Offline Password Guessing Attack
5.2 Replay Attack
6 Countermeasures
6.1 Countermeasure to Offline Password Guessing Attack
6.2 Countermeasure to Replay Attack
7 Conclusion
Acknowledgements
References
LWE-Based Single-Server Block Private Information Retrieval Protocol
Abstract
1 Introduction
1.1 Our Results
1.2 Organization
2 Preliminaries
2.1 Definitions of Single-Server BPIR
2.2 Matrix GSW-FHE
3 Homomorphic Comparison Between Encrypted Indices
3.1 Encrypt an Index Under HAO15 Scheme
3.2 A Homomorphic Comparison Algorithm
4 LWE-Based Single-Server BPIR Protocol
4.1 Our BPIR Protocol
4.2 Correctness, Security and Performance
5 Conclusion
References
Design and Implementation of an Automatic Scanning Tool of SQL Injection Vulnerability Based on Web Crawler
Abstract
1 Introduction
2 Design and Implementation of Network Crawler Module
2.1 The Design and Workflow of the Crawler Module
2.2 Regular Expression Filtering
2.3 Bloom Filter
3 Design and Implementation of SQL Injection in the Detection Module
3.1 Detection Design and Process of SQL Injection Detection Module
3.2 Web Page Stability and URL Parameters
3.3 Similarity Judgment of Web Pages
4 System Test
4.1 Detection Function Test of Web Crawler
4.2 SQL Vulnerability Detection Test
5 Conclusions
Acknowledgment
References
Malware Detection Based on Opcode Sequence and ResNet
Abstract
1 Introduction
2 Malware Detection Model Based on ResNet
2.1 Convolution Operation with N-Gram Model
2.2 Feature Extraction
2.3 Word2Vec
2.4 Classifier Based on ResNet
3 Experimental Verification
3.1 Kaggle Malware Classification Competition Data Set
3.2 Test Scheme
3.3 Step Size Test of Sequence Length and Downsampling
3.4 Classifier Evaluation
3.5 Classifier and Word Vector Result Analysis
4 Conclusion
Acknowledgements
References
Design of Elderly Care System Integrated with SLAM Algorithm
Abstract
1 Introduction
2 System Overall Frame Design
3 System Design Implementation Plan
3.1 Hardware Design Implementation
3.2 ZigBee Network Implementation
3.3 Mobile Implementation
3.4 SLAM Algorithm Implementation
3.4.1 Learning State
3.4.2 Navigation State
4 System Test Results
5 Summary and Prospect
Acknowledgements
References
A Fog-Based Collusion Detection System
Abstract
1 Introduction
2 Related Work
3 Approach
3.1 Example
4 Experiment
5 Conclusion and Future Work
Acknowledgement
References
A Real-Time Online Security Situation Prediction Algorithm for Power Network Based on Adaboost and SVM
Abstract
1 Introduction
2 Preliminary Knowledge
2.1 Adaboost Algorithm
2.2 Support Vector Machine
3 Method Description
4 Experiment and Analysis
4.1 Accuracy Analysis
4.2 Efficiency Analysis
5 Conclusion
References
A Pi-Based Beehive IoT System Design
Abstract
1 Introduction
2 The Requirements from the Local Practices
3 The System Design and Implementation
3.1 The System Architecture
3.2 The Components and the Functions
4 Evaluations and Discussions
5 Conclusions
References
PLVSNs: A Privacy-Preserving Location-Sharing System for Vehicular Social Networks
1 Introduction
2 Building Blocks
2.1 Broadcast Encryption
2.2 Paillier Encryption
2.3 Privacy Enhanced Distance Comparison Protocol
3 System Models and Design Goals
3.1 System Architecture
3.2 System Workflows
3.3 Threat Model
3.4 Security Goals
4 System Design
4.1 Initialization
4.2 Registration
4.3 Update
4.4 Request for Nearby Friends' Locations
4.5 Request for Nearby Strangers' Locations
4.6 Request for Specific Friends' Locations
5 Security Analysis
6 Experimental Evaluation
6.1 Implementation
6.2 Evaluation
7 Conclusion
References
Cryptography and Cryptosystem
Witness-Based Searchable Encryption with Aggregative Trapdoor
1 Introduction
2 Preliminaries
2.1 Hash Function
2.2 Asymmetric Bilinear Pairing Groups
2.3 Mathematical Assumptions
2.4 Witness-Based Searchable Encryption with Aggregative Trapdoor
3 The Proposed Scheme of WBSE with Aggregative Trapdoor
3.1 Construction
3.2 Correctness
3.3 Security Analysis
4 Comparison and Experiment
5 Conclusion
A Security Definition of WBSE
A.1 Ciphertext Security
A.2 Trapdooor Security
A.3 Trapdoor Unforgeability
References
Robust/Recover Provable Data Possession Protocol
Abstract
1 Introduction
2 Spot Checking and Online Codes
2.1 Spot Checking
2.2 Online Codes
2.3 RRPDP
3 Construction
3.1 Notations
3.2 Algorithm
4 Analysis
4.1 Correctness
4.2 Security
4.3 Experimental
5 Conclusions
Acknowledgment
References
A Provably Secure Scalable Revocable Identity-Based Signature Scheme Without Bilinear Pairings
1 Introduction
2 Preliminaries
2.1 Complexity Assumptions
2.2 KUNode Algorithm
3 Syntax and Security Definitions of RIBS Scheme
3.1 Syntax Definition of RIBS Scheme
3.2 Security Definition of RIBS Scheme
4 Our RIBS Scheme
5 Efficiency Analysis and Security Proof
6 Conclusions
References
Efficient Computation Method of Participants' Weights in Shamir's Secret Sharing
Abstract
1 Introduction
2 Preliminaries
2.1 Secret Sharing
2.2 OBDD
3 Weight Computation Method for Shamir's (t, n) WSS
3.1 Construction of OBDD Access Structure
3.2 Construction of Sub-OBDDs
3.3 Extract User Combinations from Sub-OBDDs
3.4 Calculate Each Participant's Weight
4 Analysis and Comparison
5 Conclusion and Future Work
Acknowledgements
References
An Identity-Set-Based Provable Data Possession Scheme
1 Introduction
1.1 Organization
2 Preliminaries
2.1 The System Model
2.2 Bilinear Pairings
3 Definition of ISB-PDP
4 Our Proposed ISB-PDP Scheme
4.1 The Identity-Set-Based Broadcast Encryption (SBE)
4.2 The Full Construction of Identity-Set-Based Broadcast Encryption (SBE)
4.3 The Concrete ISB-PDP Scheme
5 The Security Analysis of the Proposed ISB-PDP Scheme
6 Conclusion
References
(2,2) Threshold Robust Visual Secret Sharing Scheme for QR Code Based on Pad Codewords
1 Introduction
2 Preliminaries
2.1 QR Codes
2.2 (2,2) Threshold RG-Based VSS
3 Proposed (2, 2) Threshold Robust VSS for QR Code Based on Pad Codewords
3.1 The Main Idea
3.2 The Recovery Phase
4 Experiments and Analysis
4.1 Image Illustration
4.2 Comparison and Analyses
5 Conclusion
References
Hybrid Chain Based Hierarchical Name Resolution Service in Named Data Network
Abstract
1 Introduction
2 Preliminaries
2.1 Name Resolution Service in NDN
2.2 How Blockchain Works
3 Hierarchical Name Resolution Service Design
3.1 Overview
3.2 Setup
3.3 Namespace and Naming
3.4 Name Resolution
4 Implementation
5 Discussions Conclusion
Acknowledgement
References
A Secret Sharing Scheme of Dynamic Threshold with Cheaters Detection and Identification
Abstract
1 Introduction
2 Preliminary Work
2.1 ElGamal Signature Algorithm
2.2 Harn et al. Scheme
3 Our Scheme
3.1 Assumptions and Security Model
3.2 The Algorithm
3.3 Correctness Analysis
3.4 Security Analysis
4 Discussions
4.1 Security Provisions
4.2 Performance
5 Conclusion
Acknowledgment
References
Game-Based Security Proofs for Secret Sharing Schemes
1 Introduction
2 Models and Assumptions
3 Two Insecure Secret Sharing Schemes
3.1 A Common Misuse of Shamir Secret Sharing
3.2 A Modification of Shamir Secret Sharing
4 Game-Based Security Proofs
4.1 A Game-Based Method
4.2 An Application of This Method
5 Conclusion
References
Dress Identification for Camp Security
1 Introduction
1.1 State-of-the-Arts
1.2 Comparison
1.3 Contributions
2 Dress Identification
2.1 Architecture
2.2 Hardwares
2.3 Identification Method
2.4 Implementation
3 Deployment
3.1 Operation Process
3.2 Discussion
4 Conclusion and Further Work
References
ETSB: Energy Trading System Based on Blockchain
Abstract
1 Introduction
2 ETSB Model
2.1 Node Set
2.2 Data Set
2.3 Consensus Mechanism
2.4 Smart Contracts
3 ETSB Security
3.1 Security of Blockchain
3.2 Security of Interface and Users
4 Conclusion
References
An Analysis on Inverted Mirrored Moiré and Ribbon of Band Moiré
Abstract
1 Introduction
2 Review the Construction of Band Moiré Image
2.1 The Parametric Equations Model
2.2 Geometric Transformation of Band Moiré Image
2.3 Construction of Band Moiré
3 Principles and Restrictions of Inverted Mirrored Moiré
3.1 Inverted Mirrored Moiré Principle
3.2 Experimental Results and Verification
4 Ribbon Principle and Restriction
4.1 Ribbon Principle
4.2 Experimental Verification
4.3 Result Comparison
5 Conclusion
Acknowledgement
References
Learning and Intelligent Computing
A LSTM-Based Approach to Haze Prediction Using a Self-organizing Single Hidden Layer Scheme
Abstract
1 Introduction
2 Self-organizing Algorithm
3 Experiment
3.1 Data Preprocessing
3.2 Hourly Prediction
3.3 Daily Prediction
4 Conclusion and Future Work
Acknowledgments
References
Target Information Fusion Based on Memory Network for Aspect-Level Sentiment Classification
Abstract
1 Introduction
2 Target Information Fusion Memory Network
2.1 Input Embedding Layer and Bi-LSTM Layer
2.2 Memory Layer
2.3 Recurrent Attention Layer
3 Experimental Results and Analysis
3.1 Dataset and Parameter Settings
3.2 Benchmark Dataset Experiment Results
3.3 Extend Experimental Results
4 Conclusions
Acknowledgements
References
Dangerous Objects Detection of X-Ray Images Using Convolution Neural Network
Abstract
1 Introduction
2 Related Work
3 Research Method
3.1 Raw X-Ray Data Collection
3.2 Synthesizing X-Ray Data
3.3 Evaluation Method
4 Experiments and Results
5 Discussion
6 Conclusion
Acknowledgements
References
An Efficient JPEG Steganalysis Model Based on Deep Learning
Abstract
1 Introduction
2 JPEGCNN Model
2.1 Preprocessing Module
2.2 Feature Extraction Module
2.3 Classification Module
2.4 The Overall Structure
3 Experimental Results and Analysis
3.1 The Data Set
3.2 Experimental Parameters
3.3 The Experimental Results
4 Conclusion
Acknowledgement
References
Cross-Domain Image Steganography Based on GANs
Abstract
1 Introduction
2 Related Work
2.1 Generative Steganography
2.2 Discovery GAN
3 Cross-Domain Image Steganography
3.1 Code Dictionary
3.2 Information Hiding
3.3 Information Extraction
4 Experiment and Analysis
4.1 Message Hiding and Extraction
4.2 Hiding Capacity
4.3 Security
5 Conclusion and Future Work
Acknowledgment
References
Facial Expression Recognition by Transfer Learning for Small Datasets
1 Introduction
2 Related Work
3 The Proposed Approach
3.1 Feature Transfer Learning
3.2 Training Procedure
4 Experiments and Analysis
4.1 Implementations
4.2 Comparison with Different Models
4.3 Comparison on Model Size
5 Conclusion
References
A Network Intrusion Detection Model Based on Convolutional Neural Network
Abstract
1 Introduction
2 Primaliary Knowledge
2.1 Intrusion Detection System and Technology
2.2 Convolutional Neural Network
3 Network Intrusion Detection Model Based on Convolutional Neural Network
3.1 The Structure of Network Intrusion Detection Model Based on Convolutional Neural Network
3.2 Parameters of Convolutional Neural Network Model
3.3 Evaluation Indicators of Network Intrusion Detection Model Based on Convolutional Neural Network
4 Experiment and Analysis
4.1 Selecting the Number of Layer of the CNN Model
4.2 Selecting Hyper-Parameters of CNN Model
4.3 Comparing with Other Machine Learning Algorithms
5 Conclusion
A Dual-Branch CNN Structure for Deformable Object Detection
1 Introduction
2 Related Work
3 The Proposed Approach
3.1 Network Architecture
3.2 Regional Proposal Networks (RPN)
3.3 R-CNN Subnetwork
4 Experiments
4.1 Implementation Details
4.2 Ablation Experiments
5 Conclusions
References
Initial Sensitivity Optimization Algorithm for Fuzzy-C-Means Based on Particle Swarm Optimization
Abstract
1 Introduction
2 The FCM Algorithm
3 Fuzzy-C-Means Algorithm Based on Particle Swarm Optimization and Levy Flight
3.1 Particle Swarm Optimization Method Based on Levi Flight
3.2 FCM Clustering Algorithm Based on LF-PSO
3.2.1 Particle Encoding
3.2.2 Fitness Function
3.2.3 Specific Steps
4 Results and Analysis
5 Conclusions and Future Scope
Acknowledgement
References
Multi-modal Behavioral Information-Aware Recommendation with Recurrent Neural Networks
Abstract
1 Introduction
2 The Framework of MIAR
2.1 Constructing Interaction Context-Aware Sequential Prediction Model
2.2 Constructing Attribution Context-Aware Rating Prediction Model
2.3 Fusing the Models
3 Experiment
3.1 Experiment Settings
3.2 Experiment Results and Analysis
4 Conclusion
Acknowledgments
References
Energy-Efficient Task Caching and Offloading Strategy in Mobile Edge Computing Systems
Abstract
1 Introduction
2 System Model
2.1 The Architecture of SD-MEN
2.2 Communication Model
2.3 Computation Model
3 Problem Formulation
3.1 Task Caching
3.2 Task Offloading
4 Problem Formulation
4.1 Task Caching Scheme
4.2 Task Offloading Scheme
5 Simulation Results and Discussion
5.1 Parameter Settings
5.2 Performance Analysis
6 Conclusions
Acknowledgment
References
Emotion Detection in Cross-Lingual Text Based on Bidirectional LSTM
Abstract
1 Introduction
2 Related Work
3 Our System
3.1 The System
3.2 Bidirectional LSTM
3.3 The Learning Model
3.4 Feature Extraction
4 Evaluation Results and Discussions
5 Conclusions
Acknowledgements
References
Information Hiding
Sharing More Information in Visual Cryptography Scheme with Block Expansion
Abstract
1 Introduction
2 Related Works
2.1 Visual Cryptography Scheme
2.2 Polynomial Based Secret Image Sharing
3 The Proposed VCS with Block Expansion
3.1 The Choice of the Pixels Combination in Each Block
3.2 Extra Information Shared by Proposed VCS
3.3 The Algorithms of Sharing and Revealing Process
4 Experimental Results
5 Conclusion
Acknowledgements
References
High Capacity Data Hiding Based on AMBTC and Interpolation
1 Introduction
2 Related Works
2.1 AMBTC Compression Technique
2.2 Optimal Quantization Level Adjustment
3 The Proposed Scheme
3.1 Embedding Procedure
3.2 Extraction Procedure
4 Experiment and Comparison
5 Conclusion
References
A Reversible Data Hiding Scheme in Encrypted Image with LSB Compression and MSB Replacement
Abstract
1 Introduction
2 Proposed Scheme
2.1 Image Encryption
2.2 Data Embedding
2.3 Data Extraction and Image Recovery
3 Experimental Results and Comparisons
4 Conclusions
Acknowledgments
References
Halftone Image Steganography with Flippability Measurement Based on Pixel Pairs
1 Introduction
2 The Proposed Method
2.1 Flippability Measurement
2.2 Distortion Map for STC
3 The Framework of Embedding and Extraction
3.1 Embedding Procedure
3.2 Extraction Procedure
4 Experiments and Results
4.1 Experiment Conditions
4.2 Results and Comparisons
5 Conclusions
References
Reversible Data Hiding in Binary Images by Symmetrical Flipping Degree Histogram Modification
1 Introduction
2 The Proposed Method
2.1 SFD Definition
2.2 SFD Histogram Construction
2.3 Flippable Pixel Selection
3 The Framework of Embedding and Extraction
3.1 Embedding Procedure
3.2 Extraction Procedure
4 Experiments and Results
4.1 Experiment Conditions
4.2 Visual Qualities Comparison
4.3 Location Map Comparison
5 Conclusions
References
Binary Image Steganalysis Based on Local Residual Patterns
1 Introduction
2 Proposed Scheme
2.1 Residual Extraction
2.2 Construction of LRP Statistic Models
2.3 Selecting Features with Fisher Criterion
3 Experimental Result
3.1 Experiment Setup
3.2 Performance Comparison
4 Conclusion
References
Robust Steganography Using Texture Synthesis Based on LBP
Abstract
1 Introduction
2 Original LBP Feature Description
3 Texture Synthesis Information Hiding Scheme Based on LBP Code
3.1 Embedded Program
3.2 Extraction Scheme
4 Experimental Results and Analysis
4.1 Embedding Capacity
4.2 Visual Effects
4.3 Anti-interference Ability
5 Conclusion
Acknowledgement
References
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