Cloud Computing and Security

Name: Cloud Computing and Security | 4th International Conference, ICCCS 2018, Haikou, China, June 8-10, 2018, Revised Selected Papers, Part I
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4th International Conference, ICCCS 2018, Haikou, China, June 8-10, 2018, Revised Selected Papers, Part I

Xingming Sun Zhaoqing Pan Elisa Bertino(Editor)

Springer (Publisher)

Published on 31. October 2018

XVIII, 743 pages

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978-3-030-00006-6 (ISBN)

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Content

Intro
Preface
Organization
Contents - Part I
Cloud Computing
3D Airway Tree Centerline Extraction Algorithm for Virtual Bronchoscope
Abstract
1 Introduction
2 Method
2.1 Airway Tree Segmentation
2.2 Centerline Extraction and Generation
2.3 Airway Tree Structure Analysis
3 Experiments
4 Conclusion
Acknowledgment
References
A Collective Computing Architecture Supporting Heterogeneous Tasks and Computing Devices
1 Introduction
2 Related Work
3 Architecture Design
3.1 Devices and Tasks Analyses
3.2 Architecture Description
3.3 Architecture Analysis
4 Prototype Evaluation
4.1 Implementation Overview
4.2 Performance Evaluation
5 Conclusion
References
A Control Approach Using Network Latency Interval to Preserve Real-Time Causality
Abstract
1 Introduction
2 Related Works
3 Causality Preservation with Real-Time Constraint
4 Using Network Latency Interval to Preserve Causality
5 Experiments
6 Conclusions
Acknowledgement
References
A Co-occurrence Matrix Based Multi-keyword Ranked Search Scheme over Encrypted Cloud Data
1 Introduction
2 Problem Formulation
2.1 System Model
2.2 Threat Model
2.3 Preliminaries
3 The Framework of SMRS
3.1 Main Idea
3.2 Scheme Construction
3.3 Security Analysis
4 Performance Evaluation
4.1 Functionality Comparison
4.2 Precision
4.3 Efficiency
5 Conclusion
References
A Cooperative Spectrum Sensing Method Based on Clustering Algorithm and Signal Feature
Abstract
1 Introduction
2 System Model
3 Feature Extraction
4 Cooperative Spectrum Sensing Based on Feature and Clustering Algorithm
4.1 Cooperative Spectrum Sensing Based on Feature and K-means Clustering Algorithm
4.2 Cooperative Spectrum Sensing Based on Feature and K-medoids Clustering Algorithm
5 Experiments
5.1 Cooperative Spectrum Sensing Based on Feature and K-means Clustering Algorithm
5.2 Detection Performance Under Different Clustering Algorithms
5.3 K-means Clustering Algorithm Under the Detection Performance
6 Conclusions
Acknowledgments
References
A Dynamic Network Change Detection Method Using Network Embedding
Abstract
1 Introduction
2 Related Work
3 Correlation Definitions and Problem Analysis
3.1 Problem Definitions
3.2 Problem Analysis
4 Dynamic Network Change Detection Model Based on Network Embedding
4.1 Dynamic Network Embedding
4.2 Dynamic Network Change Detection Method Based on Network Embedding
5 Experiments
5.1 Simulating Small World Network Experiments
5.2 Real Dynamic Network Experiments
5.2.1 Experimental Dataset
5.2.2 Experimental Design
5.2.3 Experimental Results
6 Conclusion
Acknowledgments
References
A Genetic Algorithm Based Method of Early Warning Rule Mining for Student Performance Prediction
Abstract
1 Introduction
2 Method
2.1 Individual Encoding
2.2 Fitness Function Definition
2.3 Genetic Selection Operator
2.4 Genetic Crossover Operator
2.5 Genetic Mutation Operator
2.6 Stop Criteria
3 Experiment and Result
3.1 Data Description and Preprocessing
3.2 Computational Results
4 Discussion and Conclusion
Acknowledgement
References
A Hybrid Resource Scheduling Strategy in Speculative Execution Based on Non-cooperative Game Theory
Abstract
1 Introduction
2 Related Work
3 Model and Algorithm
4 Results and Evaluation
4.1 Performance Evaluation Metrics
4.2 Performance of the HRSE Strategy in a High-Load Heterogeneous Environment
5 Conclusion
Acknowledgements
References
A Joint Approach to Data Clustering and Robo-Advisor
1 Introduction
2 Related Work
2.1 Collaborative Filtering in Recommender Systems
2.2 Basic Concept in Asset Allocation
3 Methodology
3.1 The Framework of CLURE
3.2 Clustering Based on User Preference
3.3 User Similarity
3.4 Recommendation Algorithm
4 Experiments and Results
4.1 Data Selection
4.2 Evaluation Metrics
4.3 Experimental Results and Analysis
5 Conclusion and Future Work
References
A Measurement Allocation for Block Image Compressive Sensing
Abstract
1 Introduction
2 Background
2.1 CS Theory
2.2 ABCS Framework
3 Proposed Measurement Allocation
3.1 Feature Extraction
3.2 Measurement Allocation
4 Experimental Results
4.1 Subjective Evaluation
4.2 Objective Evaluation
5 Conclusions
Acknowledgement
References
A Method of Small Sample Reliability Assessment Based on Bayesian Theory
Abstract
1 General Method
2 Pre-test Information Conversion
2.1 Conversion Algorithm of Similar Systems
2.2 Conversion Algorithm of Test Information in Different Environments
3 Method of Small Sample Reliability Assessment Based on Bayesian Theory
4 Test Results and Analysis
4.1 Selection of Data Sets
4.2 Results and Analysis
5 Conclusion
Acknowledgments
References
A Modified Dai-Yuan Conjugate Gradient Algorithm for Large-Scale Optimization Problems
1 Introduction
2 Modified DY Algorithm
3 Some Basis Properties and Globally Convergence
4 Numerical Results
5 Conclusion
References
A Modified Wei-Yao-Liu Conjugate Gradient Algorithm for Two Type Minimization Optimization Models
1 Introduction
2 The New Formula and the Corresponding Algorithm
3 The Sufficient Descent Property and Global Convergence
4 The New Method for Nonlinear Equations
5 Convergence analysis
6 Numerical Results
7 Conclusion
References
A New Fully Homomorphic Encryption Scheme on Batch Technique
Abstract
1 Introdution
1.1 Organizations
2 Preliminaries
2.1 Notations
2.2 Cyclotomic Polynomial and Chinese Remainder Theorem
2.3 The Ring Learning with Errors Problem
2.4 Homomorphic Encryption
3 Encryption Scheme
3.1 Somewhat Homomorphic Encryption
3.2 Correctness
4 Batch FHE Scheme
4.1 Our Construction
4.2 Correctness
4.3 Key Switching
4.4 Modulus Switching
5 Security and Parameters
6 Conclusions
Acknowledgments
References
A Novel Convolution Neural Network for Background Segmentation Recognition
Abstract
1 Introduction
2 Related Work
2.1 Semantic Segmentation
2.2 Convolution Neural Network
3 BGRM-CNNs
3.1 Data
3.2 Tiramisu Model
3.3 Training
3.4 Results
4 Classification Model
5 Experiments Evaluation
6 Discussion and Conclusion
Acknowledgements
References
A Parallel Pre-schedule Max-Min Ant System
Abstract
1 Introduction
2 Max-Min Ant System
3 Pre-analysis
3.1 Parametric Impact Analysis
3.2 Pre-set Parameter Strategy of MMAS
3.3 Parallel Multi-ant Colony with Preset Parameters
4 The Experimental Results
5 Conclusion
Acknowledgments
References
A Reliable Method of Icing Detection for Transmission Lines
Abstract
1 Introduction
2 Software Reliability Design
3 Ice Coating Image Preprocessing
4 Threshold Treatment
4.1 The Concept of Image Thresholding
4.2 The Realization of Fault Tolerance Technology in Threshold Treatment
5 Icing Wire Inclination Angle Calibration
5.1 Experimental Data Analysis
5.2 Image Rotation and Ice Thickness Calculation
5.3 Experimental Results and Analysis
6 Conclusions
References
A Research About Trustworthiness Metric Method of SaaS Services Based on AHP
Abstract
1 Introduction
2 SaaS Service and Its Trustworthiness Research Status
2.1 The Concept of SaaS Services
2.2 Research on the Analysis and Design of the System Model of SaaS Services
2.3 Research on Service Customization and Data Security of SaaS Service
2.4 Research on SaaS Service Trustworthiness
3 Trustworthiness Metric Method of SaaS Services
3.1 AHP Structure Model
3.2 Steps of SaaS Service Trustworthiness Metric
4 Case Study
5 Conclusion and Prospect
Acknowledgments
References
A Spectrum Sensing Algorithm Based on Information Geometry and K-medoids Clustering
Abstract
1 Introduction
2 System Scheme
2.1 Spectrum Sensing Scheme
2.2 Signal Model
3 System Analysis
3.1 Metric Tool
3.2 Riemannian Mean
3.3 K-medoids Clustering Algorithm
4 Performance Evaluation
5 Conclusions
Acknowledgments
References
A Spectrum Sensing Method Based on Null Space Pursuit Algorithm and FCM Clustering Algorithm
Abstract
1 Introduction
2 Cooperative Spectrum Sensing System Model
3 Feature Extraction Based on NSP and IQ Decomposition
3.1 NSP Signal Decomposition
3.2 IQ Decomposition
4 Cooperative Spectrum Sensing Based on NSP and FCM Algorithm
5 Experiments
5.1 Classification Effect Based on FCM Clustering Algorithm
5.2 FCM Clustering Algorithm Under the Detection Performance
6 Conclusions
Acknowledgments
References
A Survey of Machine Learning-Based Resource Scheduling Algorithms in Cloud Computing Environment
Abstract
1 Introduction
2 Traditional Scheduling Algorithm of Machine Leaning
2.1 Task Scheduling Algorithm
2.2 Scheduler Based on Hadoop
3 Heuristic Intelligent Scheduling Algorithm of Machine Learning
3.1 Ant Colony Optimization Algorithm
3.2 Cat Swarm Optimization Algorithm
4 Improved Intelligent Scheduling Algorithm of Machine Learning
4.1 Particle Swarm Optimization Algorithm
4.2 Reinforcement Learning Algorithm
5 Summary
Acknowledgements
References
A Trusted Computing Base for Information System Classified Protection
Abstract
1 Introduction
2 The Brief History of Trusted Computing
3 Trusted-Computing Technology
3.1 Cryptographic Trusted Computing
3.2 Trusted-Computing Initiatives
3.3 Microsoft's NGSCB
3.4 Intel's LaGrande
3.5 TCPA
3.6 Wave Systems' Embassy
4 An Execution Infrastructure for TCB Minimization
5 Reducing TCB Complexity
5.1 Nizza Architecture
5.2 Case Studies in Constructing Security-Sensitive Applications
5.3 Evaluation
6 The Future
Acknowledgment
References
Address Allocation Scheme Based on Local MAC Address
1 Introduction
2 Related Works
3 Centralized Address Allocation Scheme
3.1 Address Release and Request
3.2 Address Approval and Confirmation
4 Distributed Address Allocation Scheme
4.1 Apply for the Local MAC Address
4.2 Generate an Address Pool
5 Performance Evaluation
5.1 Simulation Setup
5.2 Simulation Results Analysis
6 Summary and Future Work
References
An Approach Based on Value Revision to Activity Recognition
Abstract
1 Introduction
2 Terminologies
3 The Proposed Approach
4 Experiments
4.1 Experiment
4.2 Summary
5 Conclusions
Acknowledgments
References
An Encryption Traffic Analysis Countermeasure Model Based on Game Theory
Abstract
1 Introduction
2 Encrypted Traffic Analysis Countermeasure Model
2.1 Player
2.2 LSTM-RNN
2.3 Payoff
3 Model Analysis
3.1 Classification
3.2 Iterative Deletion of Dominated Strategies
3.3 Best Response
3.4 Nash Equilibrium
4 Summary
Acknowledgment
References
An Image Retrieval Technology Based on Morphology in Cloud Computing
Abstract
1 Introduction
2 Image Feature Extraction Technology Based on Shape
2.1 Moment Invariants
2.2 Edge Direction Histogram
2.3 Extraction of Image Edge Feature Information by Morphological Algorithm
3 Image Retrieval Based on Hadoop
3.1 Image Feature Extraction
3.2 Establish Index
3.3 Matching Image
4 Experiment and Analysis
5 Concluding Remarks
References
An Improved ICS Honeypot Based on SNAP7 and IMUNES
Abstract
1 Introduction
2 Related Works
3 The Proposed Scheme
3.1 The Design of a Single Honeypot Node
3.2 The Framework of Our ICS Honeynet
3.3 The Construction of ICS Honeynet
4 Experiments and Analysis
5 Conclusions and Future Works
References
Analysis of Dynamic Change Regulation of Water and Salt in Saline-Alkali Land Based on Big Data
Abstract
1 Introduction
2 Data and Methods
2.1 Survey of the Research Area
2.2 Data Preprocessing
2.3 Method
3 Results and Analysis
3.1 Dynamic Analysis of Soil Temperature
3.2 Dynamic Analysis of Soil Water and Salt
3.3 Dynamic Analysis of PH
3.4 Correlation Analysis
4 Conclusion
Acknowledgements
References
Analysis of LSTM-RNN Based on Attack Type of KDD-99 Dataset
Abstract
1 Introduction
2 Related Work
3 KDD 99 Dataset and LSTM-RNN
3.1 Subsets of KDD-99
3.2 LSTM-RNN
4 Experiments and Results
5 Conclusion and Future Work
Acknowledgment
References
Analysis of Price Fluctuation Characteristics and Influencing Factors of Garlic Based on HP Filter Method
Abstract
1 Introduction
2 Selection and Method of Data and Materials
2.1 Data Material
2.2 Research Methods
3 Results and Analysis
3.1 Monthly Wholesale Price Fluctuation Analysis of Garlic
3.2 Analysis of Seasonal Adjustment Results
3.3 Seasonal Factor Analysis and Analysis of Irregular Factor Sequences
3.4 HP Filter Analysis
4 Summary and Suggestion
4.1 Conclusion
4.2 Expectations
Acknowledgments
References
Application of Extensible Mind Mapping in Retirement Paradox Solution
Abstract
1 Introduction
2 Procedures of Solving the Problem
2.1 Problem Modeling
2.2 Extensible Analysis
2.3 Extensible Transformation
2.4 Superiority Evaluation
3 Conclusion and Future Work
Acknowledgements
References
Big Data Equi-Join Optimization Algorithms on Spark Cloud Computing Platform
Abstract
1 Introduction
2 Compressed Bloom Filter Join Algorithm and Extension Algorithm
2.1 Compressed Bloom Filter Join Algorithm
2.2 Compressed Bloom Filter Join Algorithm Performance Analysis
2.3 Compressed Bloom Filter Join Extension Algorithm
3 Experimental Evaluation
3.1 Experimental Setup
3.2 CBF Join Experimental Results
3.3 CBF-Extension Experimental Results
4 Conclusion and Future Work
References
Blocking Time-Based MPTCP Scheduler for Heterogeneous Networks
1 Introduction
2 Motivation
3 Operation of MPTCP-BT Scheduling
4 Performance Evaluation in MPTCP-BT
4.1 Experimental Environment Setup
4.2 Impact of Data Stream
4.3 Impact of Receiver Buffer
4.4 Impact of Bandwidth
4.5 Impact of RTT
4.6 Number of Out of Order Packets at Receiver Buffer
5 Conclusions
References
Cloud Computing Data Security Protection Strategy
Abstract
1 Cloud Computing Overview
2 The Characteristics of Cloud Computing
3 The Status of Cloud Computing Research
4 The Existence of Data Security Problems in Cloud Computing Environment
4.1 Data Sharing Security Issues
4.2 Data Segregation Security
4.3 Access Control Technology
4.4 Data Damage
5 Data Security Protection Strategy in Cloud Computing Environment
5.1 Encrypt Static Data
5.2 Improve Data Encryption Technology for Big Data Cloud Computing
5.3 Research on Data Recovery Technology in Cloud Storage Environment
5.4 System Model
5.5 Make Data Backup
6 Conclusions
References
Clustering Model Based on RBM Encoding in Big Data
Abstract
1 Introduction
2 Profile of Deep Learning and RBM
3 Clustering Technology Profile
4 Clustering Model Combined with Deep Learning
5 Experimental Results and Analysis
5.1 Experimental Parameters
5.2 Experimental Data Sets
5.3 Experimental Results Analysis
6 Conclusions
Acknowledgments
References
Criteria Interdependence in Fuzzy Multi-criteria Decision Making: A Survey
1 Introduction
2 Definitions of Fuzzy Sets
3 Background: Aggregation Functions and Bonferroni Means
4 Criterion Correlations Based on Bonferroni Means
5 Conclusion
References
DBHUB: A Lightweight Middleware for Accessing Heterogeneous Database Systems
1 Introduction
2 Design
2.1 Goals
2.2 Overview
2.3 Techniques of DBHUB
2.4 Discussion
3 Implementation
4 Evaluation
4.1 Experimental Setup
4.2 Results
5 Related Work
6 Conclusion
References
Design a New Dual Polarized Antenna Using Metallic Loop and Annular-Ring Slot
Abstract
1 Introduction
2 Antenna Design
2.1 Architecture
2.2 Parameters Discussion
3 Simulation Results
4 Conclusions
References
Design and Implementation of Web Crawler Based on Coroutine Model
Abstract
1 Introduction
2 Related Work
2.1 Presentation of Requirements
2.2 Programming Model Based on Multi-process
2.3 Programming Model Based on Multithreading
2.4 Limitations of Existing Programming Models
2.5 Technical Basis of Coroutine
3 Application of Crawler System Based on Coroutine
3.1 Integral Process
3.2 Detailed Design and Implementation
4 Results and Analysis
5 Conclusion
References
Design and Research on B2B Trading Platform Based on Consortium Blockchains
Abstract
1 Research Background and Significance
2 Related Key Technology Research and Model Design
2.1 Analysis of Key Technologies
2.2 Model Design
3 System Architecture Design
3.1 Network Structure Design of Consortium Blockchain
3.2 Node System Architecture Design in the Network
4 Experimental Design and Results Analysis
4.1 View Container Cloud Platform and Related Service Deployment List
4.2 Test ActiveMQ High Availability Clusters and Results Analysis
4.3 Test Platform Transfer Transaction
5 Summary
Acknowledgements
References
Design and Simulation of a New Stacked Printed Antenna
Abstract
1 Introduction
2 The Design of the Antenna
3 Simulation Results and Analysis
4 Processing and Testing
5 Conclusions
References
Digital Continuity Guarantee of Electronic Record Based on Data Usability in Big Data Environment
Abstract
1 Introduction
2 Problem Description
2.1 From Digital Continuity to Data Usability
2.2 Data Availability
2.3 Data Completeness
3 Digital Continuity of Electronic Record Based on Data Usability
3.1 Availability of Electronic Record Based on Coding Theory
3.1.1 Coding of Electronic Record
3.1.2 Verification of Electronic Record
3.1.3 Recovery of Electronic Record
3.2 Completeness of Electronic Record
3.2.1 Completeness of Electronic Record Based on Functional Dependency Theory
4 Conclusion
Acknowledgments
References
Distributed Monitoring System for Microservices-Based IoT Middleware System
Abstract
1 Introduction
1.1 Background
1.2 Motivations and Challenges
1.3 Contributions
2 Related Works
3 System Design
3.1 Architecture
3.2 Metrics Measurement
3.3 Traces Measurement
3.4 Cloud Native
3.5 Big Data Storage Component
3.6 Kubernetes Orchestration
4 Implementation and Evaluation
4.1 Implementation Details
4.2 Evaluation Results
5 Conclusion
References
Efficient Processing of Top-K Dominating Queries on Incomplete Data Using MapReduce
1 Introduction
2 Related Work
3 Preliminaries
3.1 Basic Definitions
3.2 MapReduce
4 Proposed Approach: TKDI-MR
5 Experiments
5.1 The Effect of Dataset Size
5.2 The Effect of Missing Rate
5.3 Experiments on Real Datasets
6 Conclusion
References
Energy-Efficient Cloud Task Scheduling Research Based on Immunity-Ant Colony Algorithm
Abstract
1 Introduction
2 Related Work
3 Model Establishment
4 Ant Colony Algorithm
4.1 Pheromone Initialization
4.2 Transfer Probability
4.3 Pheromone Update
5 Immunity-Ant Colony Algorithm
5.1 Combination of Immunity Algorithm and Ant Colony Algorithm
5.2 Vaccine Extraction
5.3 Mutation Operation
5.4 Authors and Affiliations
5.5 Pheromone Mapping
6 Performance Evaluation
6.1 Experimental Evaluation
6.2 Experimental Results and Analysis
7 Conclusion and Future Work
References
Enhancing Location Privacy for Geolocation Service Through Perturbation
1 Introduction
2 System Model
3 Our Proposed Schemes
3.1 Privacy Level
3.2 Perturbation Scheme
4 Experimental Results
4.1 Correctness of Geolocation
5 Related Works
6 Conclusion
References
Facebook5k: A Novel Evaluation Resource Dataset for Cross-Media Search
1 Introduction
2 Proposed Dataset
2.1 Dataset Collection
2.2 Dataset Characteristics
2.3 Potential Application Scenario
2.4 Example Images
3 Diversity of the Image Collection
4 Ground Truth for 8 Feelings
5 Training Set Construction
6 Noise in the Dataset
7 Discussion
8 Conclusion and Future Work
References
Greedy Embedding Strategy for Dynamic Graphs Based on Spanning Tree
1 Introduction
2 Related Work
3 Dimensional Expanding Strategy
4 Conclusions
References
Heterogeneous Cloud Resources Management: Truthful Mechanism Design in Shared Multi-minded Users
1 Introduction
1.1 Related Work
1.2 Organization
2 Preliminary
3 Truthful Optimal Mechanism for VMPAHM
4 Truthful Approximation Mechanism for VMPAHM
4.1 Properties
5 Experimental Results
5.1 Experiment Setup
5.2 Analysis of Results
6 Conclusion and Future Work
References
Hyper-graph Regularized Multi-view Matrix Factorization for Vehicle Identification
1 Introduction
2 Related Works
3 Approach
3.1 Formulation
3.2 Optimization
4 Experiment
4.1 Experimental Settings
4.2 Experimental Results and Analysis
5 Conclusions
References
Inconsistent Selection of Optimal Frame Length in WMSN
Abstract
1 Introduction
2 The Model of Energy Consumption
3 The Implementation of Algorithm
4 Experiment
4.1 A Subsection Sample
4.2 Experiment Procedure and Result Analysis
5 Conclusion
References
Influence Maximization Algorithm in Social Networks Based on Three Degrees of Influence Rule
Abstract
1 Research Background
2 Research Status Quo
2.1 Heuristic Algorithms
2.2 Greedy Algorithm
3 Experimental Results and Analysis
3.1 Selection of Data Sets
3.2 Simulation of True Value of Nodes' Influence
3.3 Results and Analysis
4 Conclusion
Acknowledgments
References
Influencing Factors Analysis of Desert Precipitation Based on Big Data
Abstract
1 Introduction
2 Experimental Materials
2.1 Data Sources and Process
2.2 Method
3 Model Construction
3.1 Stability Test
3.2 Lag Test
3.3 Co-integration Test
3.4 Granger Causality Test
3.5 VAR Model
3.6 Stationarity Test
4 Results and Analysis
4.1 Impulse Response
4.2 Variance Decomposition
5 Conclusion
Acknowledgements
References
Interactive Construction of Criterion Relations for Multi-criteria Decision Making
1 Introduction
2 Related Work
3 Interactive Criterion Relation Construction and Decision Making
3.1 Interpretive Structural Modeling
3.2 Supportive and Conflict Power for Criterion Ranking
3.3 Criterion Partition Based on Stable Reachability Matrix
4 Conclusion
References
Iteratively Modeling Based Cleansing Interactively Samples of Big Data
1 Introduction
2 Preliminaries
2.1 Loss Function
2.2 Conjugate Gradient Algorithm
3 Iteratively Modeling Based Cleansing Interactively Samples
3.1 Updating Model
3.2 P-Gradient Descent Sampling Algorithm Based d-k-Means
4 Experiment
4.1 Experimental Environment
4.2 Experimental Data
4.3 Experimental Results and Analysis
5 Conclusion
References
Label Noise Detection Based on Tri-training
Abstract
1 Introduction
2 Related Works
3 Our Approach
4 Experiments
5 Conclusions
References
Long Short Term Memory Model for Analysis and Forecast of PM2.5
Abstract
1 Introduction
2 Related Works
3 Model
3.1 Analysis and Selection of Eigenvalues
3.2 Randomforest
3.3 Encoder-Decoder Model
3.4 Stack LSTM Sequential Model
4 Experiments
4.1 Data Sources
4.2 Evaluate Metric
4.3 Features Selection
4.4 Forecasting Result
4.5 Comparison and Analysis of Experimental Results
5 Conclusion
Acknowledgements
References
Matching Algorithm of Composite Service Based on Indexing Mechanism in BPM
Abstract
1 Introduction
2 The Definitions of Related Conception
2.1 Service Model
2.2 Rules of Service Matching
3 Service Indexing Mechanism
3.1 Create Index Table of Service
3.2 Indexing Based on Product Categories
3.3 Service Matching Based on Index Table
4 Matching Algorithm SMOS and Analysis of Time Complexity
5 Experimental Analysis
5.1 Space Complexity and Time Complexity Analysis of Algorithm ServiceMatchOnSubset
5.2 The Feasibility of Algorithm ServiceMatchOnSubset and Comparison with Existing Algorithms
6 Conclusion
References
MFI-5 Based Similarity Measurement of Business Process Models
Abstract
1 Introduction
2 Related Work
3 Construction of Similarity Feature Set
3.1 Meta-model for Process Model Registration
3.2 Process Model Description Framework and Similarity Feature Sets Based on MFI-5
4 Similarity Measurement of Process Model
4.1 Description of Process Model
4.2 Identification and Quantification of BPMN Models
4.3 Tanimoto Coefficient-Based Similarity Calculation of Vector
4.4 Steps for Similarity Measurement
5 Conclusion
Acknowledgment
References
MLS-Join: An Efficient MapReduce-Based Algorithm for String Similarity Self-joins with Edit Distance Constraint
Abstract
1 Introduction
2 Problem Formulation
3 The MLS-Join Framework
3.1 Count Stage
3.2 Filter Stage
3.3 Verify1 Stage
3.4 Verify2 Stage
3.5 Length-Aware Verification
4 Experiment
4.1 Experiment Environment
4.2 Performance
5 Conclusion
Acknowledgements
References
Multi-dimensional Regression for Colour Prediction in Pad Dyeing
Abstract
1 Introduction
2 Preliminaries
2.1 Multi-dimensional Regression
2.2 BPNN
2.3 M-SVR
2.4 CIELAB
3 Methodology
3.1 Model
3.2 Implementation
4 Experiments
4.1 Raw Data
4.2 Setup
4.3 Results
4.4 Discussion
5 Conclusion
References
Multi-situation Analytic Hierarchy Process Based on Bayesian for Mobile Service Recommendation
Abstract
1 Introduction
2 Related Research
3 Description of MSAHPB
3.1 The Idea of MSAHPB
3.2 Construction of MSAHPB
4 Instance Evolution and Analysis
4.1 Procedure of Experiment
4.2 Analysis of Results
5 Conclusions
Acknowledgements
References
Multi-source Enterprise Innovation Data Fusion Method Based on Hierarchy
Abstract
1 Introduction
2 Information Fusion Model Based on Data Layer
2.1 Data Collection
2.2 Data Information Model
3 Information Fusion Model Based on Feature Layer Fusion
4 Information Fusion Model Based on Decision Layer Fusion
4.1 Fuzzy Information Granulation
4.2 Support Vector Machine Prediction Model
5 Analysis of Experimental Results
6 Conclusion
Acknowledgment
References
Network Public Opinion Emotion Classification Based on Joint Deep Neural Network
Abstract
1 Introduction
2 Related Work
2.1 Sentiment Classification Research
2.2 Research on Sentiment Classification Based on Deep Learning
3 Joint Deep Neural Network
3.1 Fundamental
3.2 Feature Extraction Based on Convolution
3.3 LSTM
3.4 Word Vector Training
4 Experimental Results and Analysis
4.1 Experimental Dataset
4.2 Model Parameter Settings
4.3 Experimental Results
5 Summary and Outlook
References
Optimizing Cuckoo Feature Selection Algorithm with the New Initialization Strategy and Fitness Function
1 Introduction
2 Related Work
2.1 L1-Norm
2.2 Information Gain
2.3 Chebyshev Chaotic Sequence
3 BCS Algorithm
4 FS_CSO Algorithm
4.1 Initialization Strategy
4.2 Fitness Function
5 Experimental Results and Analysis
5.1 Datasets
5.2 Parameter Setting
5.3 Comparison of Experimental Results
6 Conclusions
References
Prediction of Garlic Price Based on ARIMA Model
Abstract
1 Introduction
2 ARIMA Model Principle
3 ARIMA Model Establishment
3.1 R Language Overview
3.2 Model Establishment
4 Experiment Procedure
4.1 Data Sources
4.2 Experimental Procedure
5 Conclusions and Suggestions
Acknowledgements
References
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