Software Engineering Perspectives in Intelligent Systems

Name: Software Engineering Perspectives in Intelligent Systems | Proceedings of 4th Computational Methods in Systems and Software 2020, Vol.1
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Proceedings of 4th Computational Methods in Systems and Software 2020, Vol.1

Radek Silhavy Petr Silhavy Zdenka Prokopova(Editor)

Springer (Publisher)

Published on 15. December 2020

XIX, 1150 pages

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Content

Intro
Preface
Organization
Program Committee
Program Committee Chairs
International Program Committee Members
Organizing Committee Chair
Conference Organizer (Production)
Conference website, Call for Papers
Contents
Smart City Technology Investment Solution Support System Accounting Multi-factories
Abstract
1 Introduction
2 Literature Review
3 Goals and Objectives of the Study
4 Methods and Models
4.1 Problem Statement
4.2 A Model Based on the Use of Means of Bilinear Differential Quality Games with Several Terminal Surfaces
4.3 The Solution to the Problem of Finding the Sets of "Preference" of the Investor of His Optimal Strategies
5 Computational Experiment
6 IT Invest Software
7 Discussion of the Results of Computational Experiments and the Work of DSS "IT Invest"
8 Conclusion
References
Institutionalization of Intelligent Digital Customs
Abstract
1 Introduction
2 Analytical Characteristics of the Starting Position
3 Integrative Paradigm of Development of Customs Institutions. Digital Customs Institute
4 Intellectual Digital Customs: Conceptual Provisions and Theoretical and Methodological Problems
5 Theoretical and Methodological Problems of the Formation and Implementation of Intellectual Digital Customs
6 Conclusion
References
Implementation of the Internet of Things Application Based on Spring Boot Microservices and REST Architecture
Abstract
1 Introduction
2 Related Work
3 Microservices for IoT
3.1 Lightweight Communication
3.2 Decentralization
3.3 Interoperability
3.4 Other Features
4 Implementation Details of the IoT Services
4.1 Spring Boot for IoT Service
4.2 Sensors and Hardware Used
5 IoT REST Microservices Design and Implementation
5.1 Sensor Data Retrieval Microservice
5.2 Data Monitoring Microservice
5.3 Data Processing and Storage Microservice
5.4 Gateway and Load Balancing Mechanisms
5.5 Securing the Microservices and Communication
6 Summary
7 Conclusion
References
Modelling and Simulation of Scrum Team Strategies: A Multi-agent Approach
Abstract
1 Introduction
2 Literature Review
2.1 Scrum
2.2 Task Allocation Research
2.3 Pair Programming
2.4 Simulation on Agile Team Dynamics
3 Design and Implementation of the Multi-agent Simulation System
3.1 System Design Diagram in UML Including Ontology Design
3.2 The Working Agent Choose Task Process Function
3.3 The Task Allocation Function Design in the Scrum Agent
3.4 Conclusion
4 Strategies
4.1 Must Pair Programming Strategies Design I
4.1.1 Agent Decision Strategy
4.1.2 Task Allocation (a)
4.1.3 Task Allocation (B)
4.2 Must Pair Programming Strategies Design II
4.2.1 Task Allocation (a)
4.2.2 Task Allocation (B)
4.3 Penalty on the Pair
4.4 Conclusion
5 Experiments
5.1 Pure Random
5.1.1 4 Agents Random
5.1.2 5 Agents Random
5.1.3 6 Agents Random
5.1.4 7 Agents Random
5.1.5 8 Agents Random
5.2 Summary
6 Conclusion
References
Development of a Scheme of a Hardware Accelerator of Quantum Computing for Correction Quantum Types of Errors
Abstract
1 Introduction
2 Mathematical Model of Quantum Computations
2.1 Quantum Bits
2.2 State Register
2.3 Confusion
3 Quantum Errors: Cause and Effect
4 Development of a Correction Scheme for Quantum Errors
5 General Scheme of a Hardware Accelerator of Quantum Computing
6 Conclusion
Acknowledgments
References
Personalized Information Representation to Anonymous Users: Digital Signage Case
Abstract
1 Introduction
2 State-of-the-Art Review
3 Methodology of Personalized Information Presentation to a Group of Anonymous Users
4 Ontological Modeling of User Interests and Preferences
5 Development of the System Components
5.1 Anonymous Profiles
5.2 Context Model
5.3 Association of Information Fragments with User Preferences
6 Conclusion
Acknowledgements
References
Development of a Web Application of Facilitate Multidisciplinary Rehabilitation of Children with Cleft Lip and Palate
Abstract
1 Introduction
2 Materials and Methods
2.1 Admin Panel
2.2 User Panel
3 Results
4 Discussion
5 Conclusion
References
Quality Assessment Method for GAN Based on Modified Metrics Inception Score and Fréchet Inception Distance
Abstract
1 Introduction
2 Methods
2.1 Analysis of Assessment Implementation for Inception Score and Fréchet Inception Distance
2.2 Method for Assessing the Quality of Arbitrary GANs Based on Modification of IS and FID Metrics
3 Results
3.1 Experiment on Marked Data
3.2 Experiment on Unmarked Data
4 Discussion
5 Conclusion
References
On Systematics of the Information Security of Software Supply Chains
Abstract
1 Introduction
2 Statement of the Research Problem
2.1 Definition of Supply Chain Terms
2.2 Overview of the Existing Models of Threats Related to Supply Chain Attacks
2.3 Overview of Threat Protection Measures Against Supply Chain Attacks
3 Conclusions and Discussion
References
Comprehensive Intelligent Information Security Management System (CIISMS) for Supply Networks: The Actor-Network Perspective
Abstract
1 Introduction
2 ANT as a Theoretical Framework for Information Systems and Cyber-Security Studies
3 Topology of CIISMS for Supply Networks in Law's Spaces
3.1 Spatial Worldview in ANT
3.2 Space of Regions (Euclidean)
3.3 Space of Networks (Semiotic)
3.4 Space of Fluids
4 Conclusions
References
3D Face Capture for Rehabilitation Progress Assessment After Brain Surgery
1 Introduction
1.1 3D Scanning
2 Materials and Methods
2.1 Scene Structure
2.2 Face Capture Implementation
3 Results
4 Conclusion
References
An Ontological Approach to the Text Sample Size Adaptation for the False Pseudonyms Detection
Abstract
1 Introduction
2 The System Response Time and the Text Sample Size
3 The Data Sources Ontology
4 Conclusion
Acknowledgments
References
It Was Never About the Language: Paradigm Impact on Software Design Decisions
1 Introduction
2 Methods
2.1 Practical Illustration of How ``Paradigm Thinking'' Impacts Software Design
3 Discussion
4 Conclusions
References
Deep Neural Network Acoustic Model Baseline for Character-Level Transcription of Naturally Spoken Czech Language
Abstract
1 Introduction
2 Theoretical Basis
2.1 Feature Extraction
2.2 Acoustic Model
2.3 Deep Neural Networks
2.4 Batch Normalization
2.5 Connectionist Temporal Classification
3 Proposed Acoustic Model
3.1 The Classifier
3.2 The CTC Transformation Function
4 Experimental Study
4.1 Utilized Datasets
4.2 Acoustic Model Classifier Experimental Results
5 Conclusions
References
Problems of Software Developing for the Automation of Scientific Activities
Abstract
1 Literature and Problem Review
1.1 Introduction
1.2 A Brief Overview of the Problem of Automation of Scientific Activity
2 Development of Software for the Automation of Scientific Activities
2.1 Automation of the Main Activities of a Scientific Organization
2.2 Complex Automation of Scientific Activities of the Organization
3 Conclusion
References
E- Learning Readiness Frameworks and Models
Abstract
1 Introduction
2 Methodology
3 Reviewed Papers
4 Results
4.1 Summarizing the Models
4.2 Network Analysis of Models
4.3 Comparing the Factors of the Models
5 Conclusion
References
Arabic Question Answering System Using Graph Ontology
Abstract
1 Introduction
2 Related Work
2.1 English Language
2.2 German Language
2.3 Arabic Language
3 The Proposed System
3.1 General View of the Framework
3.1.1 Question Processing
3.1.2 Document Processing
3.1.3 Answer Extraction
3.2 Implementation and Architecture
4 Datasets and Experimental Results
4.1 Experimental Setup
4.2 Datasets
4.3 Experimental Results
4.4 Experimental Results and Discussion
5 Conclusion
References
Stability Study of a Protection Structure by Stacking GSC Geosynthetics: Application to the Port of Corisco (Equatorial Guinea)
Abstract
1 Introduction
2 Model Description
3 Model Simulation
3.1 Bathymetric Data
3.2 Swell and Agitation Conditions
3.3 Simulation Results
4 GSC Pre-sizing
5 The Protective Seawall
6 Conclusion
References
Comparative Analysis of Products for Testing Software
Abstract
1 Introduction
2 Theoretical Framework
3 Results and Discussion
4 Conclusion
References
A Novel Adaptive Web-Based Environment to Help Deafblind Individuals in Accessing the Web and Lifelong Learning
Abstract
1 Introduction
2 The Adaptive Environment for the Deafblind People
2.1 The Adaptation Layer
2.2 The Content Retrieving Layer
2.3 The Translation Layer
2.4 The Content Reformation to Fit the User Layer
3 System Validation and Results
4 Discussion and Conclusions
5 Future Work
Acknowledgements
References
Impact of Agile Methodology Use on Project Success in Organizations - A Systematic Literature Review
Abstract
1 Introduction
2 Related Work
3 Methods
3.1 Problem Statement
3.2 Aims and Objectives
3.3 Research Question
3.4 Research Process
4 Results
4.1 Agile Methodologies Used
4.2 Agile Project Success Factors and Efficiency
4.3 Agile Product Quality and Benefits
4.4 Project Impact
5 Conclusions
References
Fingerprint Alteration Classification Using Convolutional Neural Network
1 Introduction
2 Background
3 Experimental Setup
3.1 The Proposed Model
3.2 VGG-19 Architecture
3.3 Dataset Preparation
3.4 Dataset Balancing and Augmentation
3.5 Transfer Learning and Model Training
4 Results and Analysis
5 Conclusion
References
Numerical Modeling of the Wave-Structure Interaction Using the Boundary Element Method
Abstract
1 Introduction
2 Mathematical Formulation
3 Boundary Element Method
4 Applications
4.1 Validity of the Numerical Code (Case of a Flat Bottom)
4.2 Case of a Rectangular Obstacle Placed on the Bottom
4.3 Case of Two Spaced Rectangular Obstacles Placed on the Bottom
5 Conclusion
References
Transition from Serverfull to Serverless Architecture in Cloud-Based Software Applications
1 Introduction
2 Functionizer Project
3 Serverfull Architecture
3.1 Sequence Diagram of the Serverless Approach
3.2 Serverless Architecture
3.3 Sequence Diagram
4 Discussions
5 Conclusions
References
Comparison of Document Generation Algorithms Using the Docs-as-Code Approach and Using a Text Editor
Abstract
1 Introduction
1.1 Place of Creation of Requirements in the Process of Creating an Information System
1.2 Documentation Process History
1.3 Challenges to a Traditional Approach to Documenting Requirements
1.4 Possible Solutions to the Problems of the Generally Accepted Approach to Documentation
2 Comparative Characteristics of the Use of Approaches to Writing Documents
3 Conclusion
References
A Proactive University Library Book Recommender System
Abstract
1 Introduction
2 Literature Review
3 Methodology
3.1 Proposed Hybrid Approach
3.2 Content Based Filtering Method
3.3 Collaborative Filtering Method
3.4 Evaluation Metrics
4 Recommendation
5 Conclusions
References
Conflict Resolution in Process Models Merging
Abstract
1 Introduction
2 Method
2.1 The Meta Model
2.2 The Control Conflict
3 Result
3.1 No Choice Among the Outflows Targets
3.2 One Choice Among the Outflows Targets
3.3 Both Outflows Targets are Choices
4 Discussion
4.1 Related Work
4.2 Conclusion
References
Medical Chatbot Techniques: A Review
1 Introduction
2 Theoretical Background
3 Methodology
4 Result and Discussion
5 Conclusion
References
A Model for Effectively Teaching Information Technology
Abstract
1 Introduction
2 Purpose/Objectives of the Paper
2.1 Research Questions
3 Conceptual/Theoretical Background or Framework
3.1 Planning
3.2 The Use of Information Technology Textbooks in Teaching and Learning
3.3 Handling New Information from the Computer Field
3.4 Programming
3.5 Problem Solving
3.6 Feedback from Learners
4 Methods/Techniques
4.1 Research Design
4.2 Data Collection Instrument(S)
4.3 Data Analysis
5 Results/Findings
5.1 Discussion
6 Conclusion
References
Identifying Wood Types Using Convolutional Neural Network
1 Introduction
2 Research Methodology
2.1 Convolutional Neural Network (CNN)
2.2 Wood Dataset
2.3 Performance Evaluation
2.4 Image Representation
3 Results and Discussion
3.1 Implementation of Convolution Neural Network
3.2 Evaluation of CNN
4 Conclusion
References
Mathematical Model of Heat and Mass Transfer in a Colloidal Suspension with Nanoparticles
Abstract
1 Introduction
2 Statement of the Problem
3 The Finite-Difference Algorithm of Numerical Simulation
4 Results of a Numerical Experiment
5 Conclusion
Acknowledgment
References
Review of Current Data Mining Techniques Used in the Software Effort Estimation
Abstract
1 Introduction
1.1 Data Mining
1.2 Software Development Effort Estimation
2 Related Works
2.1 Analysis of Data Mining Techniques for Software Effort Estimation
2.2 Data Mining Techniques for Software Effort Estimation: A Comparative Study
2.3 Software Test Effort Estimation
3 Methods
3.1 Classical Techniques
3.2 Modern Techniques
4 Discussion
4.1 Statistical Techniques
4.2 Nearest Neighbours
4.3 Clustering
4.4 Regression Analysis (MARS- Multivariate Analysis for Regression Splines, OLS - Ordinary Least Square Regression, SVR-Support Vector Regression, Radial Basis Function Networks)
4.5 Neural Networks
4.6 Rule Induction
4.7 Decision Trees (CART - Classification and Regression Trees)
5 Conclusion
Acknowledgment
References
Dispatching GPU Distributed Computing When Modeling Large Network Communities of Agents
Abstract
1 Introduction
2 Statement of the Task
3 Brief Overview of Agent Based Simulation Tools
4 Analysis of Platforms for the Agent-Based Modeling and Simutation Systems
5 Proposed Approach
6 Distributed Dispatcher Algorithm for Modeling Large Network Communities of Agents
7 Conclusions
Acknowledgement
References
OIDC Authentication for Educational Purposes and Solving Problems for Localization of Faults in Combinational Circuits
Abstract
1 Introduction
2 Combinational Logic Circuits
2.1 Introduction
2.2 Troubleshooting in Combinational Logic Schemes
3 OIDC Authentication Server
4 OIDC Code Flow
5 Web System for Solving Problems of Combinational Logic Circuits
6 An Example for Authentication and Task Solving Flow
7 Description of an Example Flow of Actions (Flow Chart)
8 A Survey Measuring the Satisfaction of Students
9 Conclusion
Acknowledgement
References
Users Activity Time Series Features on Social Media
Abstract
1 Introduction
2 Time Series Anomalies Survey
3 In Search of Mean Value and Stationarity
4 Results and Discussion
5 Conclusion and Future Work
Acknowledgments
References
Architecture of the Decision Support System for Personnel Security of the Regional Mining and Chemical Cluster
Abstract
1 Introduction
2 Background
3 Methods and Tools for Research
4 Results
4.1 Architecture of the Support System for Decision Making of Ensuring Personnel Security of the Mining and Chemical Cluster
4.2 General Algorithm for the Functioning of the DSS
5 Discussion
6 Conclusion
Acknowledgements
References
Fault-Tolerant Management for the Edge Devices on the Basis of Consensus with Elected Leader
Abstract
1 Introduction
2 Consensus Methods with the Elected Leader
3 The Device Local Group Fault-Tolerant Management
4 Algorithms Estimation
5 Conclusion
Acknowledgements
References
Simulation of Digital Logic Principles Using DCBLPy with IoT in Packet Tracer
1 Introduction - DCBLP in Education of Digital Logic
2 Cisco Packet Tracer for IoT
3 DCBLPy on IoT in Packet Tracer
4 Example of DCBLPy Combinational Logic Solution in Packet Tracer
5 Example of DCBLPy Sequential Logic Solution in Packet Tracer
6 Conclusion
References
An Algorithm for Constructing an Efficient Investment Portfolio
Abstract
1 Introduction
2 Fundamentals of Constructing an Efficient Investment Portfolio
2.1 Approaches to the Formation of Investment Portfolios
2.2 Models for Building an Investment Portfolio
3 Algorithm for Constructing an Efficient Investment Portfolio
4 Conclusion
References
Development of an Intelligent Ensemble Forecasting System
Abstract
1 Introduction
2 Intelligent Forecasting System Conceptual Design
3 Intelligent Forecasting System Conceptual Design
4 Conclusion
References
Intelligent Methods for Predicting Financial Time Series
Abstract
1 Introduction
2 Forecast Accuracy Assessment
3 Forecasting Method Based on Combining Individual Forecasts
4 Conclusions
References
ASC-Analysis of the Dependence of Volume and Structure of Highly Productive Dairy Cattle Incidence in Krasnodar Region
Abstract
1 Introduction
2 Materials and Methods
2.1 Justification of the Choice of Method and Tools for Solving the Problem
2.2 The Essence of the Method and Mathematical Model of ASC-Analysis
2.3 Synthesis of System-Cognitive Models and Particular Criteria of Knowledge, Multi-parameter Typing
2.4 Integral Criteria and Solving System Identification and Decision-Making Tasks
3 Results
3.1 Cognitive-Targeted Structuring of the Subject Area
3.2 Preparation of Initial Data, Formalization of the Subject Area
3.3 Formalization of the Subject Area
3.4 Synthesis and Verification of Models
3.5 Giving the Status of the Current Most Reliable INF3 Model
3.6 Solution the Problem of System Identification
3.7 Solution of the Decision-Making Problem (Displaying Information on the Results of Multi-parameter Typing)
3.8 Solving the Problem of Researching Subject Area by Examining Its Model
4 Discussion
5 Conclusion
References
Detecting the Abrupt Change in the Bandwidth of a Fast-Fluctuating Gaussian Random Process
Abstract
1 Introduction
2 The Problem Statement
3 The Synthesis of the Detection Algorithm
4 The Characteristics of the Detection Algorithm
5 The Simulation Results
6 Conclusion
Acknowledgements
References
Cognitive Interaction of Robot Communities, Simulation Modeling
Abstract
1 Introduction
2 On Cognitive Modeling of Complex Systems
3 An Illustrative Example of Cognitive Modeling of the Interaction of Three Robot Communities
4 Conclusion
Acknowledgements
References
Construction of an Automated Process Control System for the Exploitation of Oil and Gas Fields in a Heterogeneous Information Environment
Abstract
1 Introduction
2 Hazard Analysis
2.1 Hazard Identification and Risk Assessment
2.2 Process Hazard Control
3 APCS Control Schemes
4 General Requirements and a Comprehensive Scheme of the APCS Block Integration
5 Formation of the Unified APCS Software Package
6 Conclusion
Acknowledgements
References
Mobile Robots Groups Use for Monitoring and Data Collection in Continuous Missions with Limited Communications
Abstract
1 Introduction
2 Starting Points
3 Description of Scenario
4 Proposed Approach
5 Proposed Methods and Algorithms
5.1 Graph of the Change State of Robot's Agents
5.2 General Algorithm for Agent of a Work Area
5.3 General Algorithm for Agent of a Mobile Robot
5.4 Robot Replacement
6 Conclusions
Acknowledgement
References
The Analysis of EEG Signal and Comparison of Classification Algorithms Using Machine Learning Methods
Abstract
1 Introduction
2 Background and Methods
2.1 Experiment
2.2 Dataset
3 Comparison of the Classification Models
3.1 K-Neighbors Method (5 Neighbors)
3.2 SVM - Support Vector Machines
3.3 Decision Tree Classifier
4 Results
5 Conclusion
Acknowledgments
References
The Analysis of EEG Signal and Finding Correlations Between Right-Handed and Left-Handed People
Abstract
1 Introduction
2 Background and Methods
2.1 Experiment
2.2 Dataset
3 Methods
3.1 Distribution
3.2 Signal Analysis
4 Results
5 Conclusion
Acknowledgments
References
Research of Data Analysis Techniques for Vibration Monitoring of Technological Equipment
Abstract
1 Introduction
2 Vibration Parameters and Monitoring
3 Numerical Experiments
4 Conclusion
Acknowledgments
References
Using the Mathematical Modeling Method for Forecasting Severe Bronchial Obstruction Syndrome with ARVI in Children
Abstract
1 Introduction
2 The Objective of the Study
3 Tasks of the Research
4 Materials and Methods
5 Discussion of the Results
6 Conclusion
References
Recognition Recipes with Deep Machine Learning
Abstract
1 Introduction
2 Method
2.1 Convolutional Neural Network Architecture
2.2 Research Goals
2.3 Experiment
3 Results
4 Conclusion
References
Computer Simulation of the Structural Properties of Energetic Materials Using High Performance Computing
Abstract
1 Introduction
2 Computional Details
3 Results and Discussion
3.1 Equation of State
3.2 Detonation Properties
3.3 Parallel Implementation on Quantum ESPRESSO
4 Conclusion
Acknowledgment
References
Some New Approaches to Comparative Evaluation of Algorithms for Calculating Distances Between Genomic Sequences
Abstract
1 Introduction
2 Preliminaries
2.1 The General Information
2.2 Four Metrics We Use
3 Two Variants of Badness for an Algorithm for Calculating Distances
3.1 The Simple ("Old") Variant
3.2 The "New" Variant
4 The Use of Various Coefficients of Pair Correlation
4.1 Spearman's Correlation Coefficient
4.2 Kendall's Rank Correlation Coefficient
4.3 The Swapping Rank Correlation Coefficient
5 The Considered Input Data
6 Some Results of Computational Experiments and Conclusion
6.1 The First Group of Computational Experiments (Mammals)
6.2 The Second Group of Computational Experiments (Monkeys)
References
Basis Finite Automata in Some Minimization Problems. Part I: Introduction and the General Description of the Algorithms
Abstract
1 Introduction and Motivation
2 Preliminaries
3 The Short Description of the Construction Algorithms for Universal Automata and of the Minimization Algorithms
4 The Main Sets of Algorithms Used in Minimization Problems
5 On Part II of This Paper
References
Effect of Bitcoin Volatility on Altcoins Pricing
Abstract
1 Introduction
2 Data and Methodology
3 Model
4 Results
5 Conclusion
References
Development of Image Dataset Using Hand Gesture Recognition System for Progression of Sign Language Translator
Abstract
1 Introduction
2 Gesture Recognition System Using Image Processing
2.1 Image Preprocessing
2.2 Image Binarization
2.3 Binary Image Threshold Filtering
2.4 Lower and Upper Threshold Binarization
2.5 Image Dataset of Bengali and Russian Sign Language
3 Conclusion/Future Work
References
Component of Decision Support Subsystem for Monitoring and Predicting of Hazardous Processes at the Base of Analysis of Macro Zoobenthos Communities of Azov Sea
Abstract
1 Introduction
2 Theoretical Points for Methods of Monitoring of Hazardous Phenomena in Estuarine Zones of the Southern Russia Which Are Based on Analysis of Macro Zoobenthos Populations
3 The Structure of Monitoring and Predicting System of Hazardous Processes of the Hydro Ecosystem "Lower Don-Taganrog Bay-Azov Sea" as Part of the Ponto-Caspian Region
4 Cognitive Analysis Module, Methods and Algorithms for Monitoring and Predicting of Hazardous Processes of the Hydro Ecosystem "Lower Don-Taganrog Bay-Azov Sea" at the Base of Analysis of Macro Zoobenthos Communities
5 Conclusion
References
Cognitive Model for Monitoring and Predicting Dangerous Natural Processes for Hydro Ecosystem Analysis
Abstract
1 Introduction
2 Assessment of Integrated Indicators of Hydro Ecosystem for Monitoring and Predicting Systems of Hazardous Processes and Ensuring Safety of the Population and Coastal Infrastructure
3 The Cognitive Model for Data Mining When Analyzing the Deep Structural Changes of the Azov Sea Ecosystem
4 Conclusion
References
Application of the GERT Method to Visualize the Process of Managing Receivables and Payables of an Enterprise
Abstract
1 Introduction
2 Methods
3 Results
4 Discussions
5 Conclusion
References
Predicting Default Probability of Bank's Corporate Clients in the Czech Republic. Comparison of Generalized Additive Models and Support Vector Machine Approaches
1 Introduction
2 Literature Review
3 Methodology
3.1 Generalized Additive Model
3.2 Support Vector Machine
4 Empirical Analysis
4.1 Data
4.2 Generalized Additive Model
4.3 Support Vector Machine
4.4 Results and Discussion
5 Conclusions
References
Data Harmonization for Heterogeneous Datasets in Big Data - A Conceptual Model
Abstract
1 Introduction
1.1 Problem Statement
2 Literature Review
2.1 Big Data
2.2 Variety
2.3 Data Harmonization
2.4 Bag of Phrases
2.5 Recurrent Neural Network
3 Proposed Conceptual Model
3.1 Model Architecture
3.2 Model Components
3.3 Discussion
4 Conclusion
Acknowledgments
References
A Productivity Optimising Model for Improving Software Effort Estimation
Abstract
1 Introduction
2 Problem Statement
2.1 Research Questions
2.2 Evaluation Criteria
3 Methods
3.1 Function Point Analysis
3.2 The Capers Jones Method
3.3 The Multiple Linear Regression Model
4 The Productivity Optimisation Model
5 Experimental Evaluation
5.1 Datasets Description
5.2 Model Evaluation
5.3 Results and Evaluations
6 Conclusion
Acknowledgment
References
AdamOptimizer for the Optimisation of Use Case Points Estimation
Abstract
1 Introduction
2 Research Questions
3 Evaluation Criteria
4 Our Proposed Method - AdamUCP
5 Experiment
5.1 Dataset Description
5.2 Experiment Design
5.3 Model Evaluation
6 Conclusion
Acknowledgment
References
An Evaluation of Technical and Environmental Complexity Factors for Improving Use Case Points Estimation
Abstract
1 Introduction
2 Problem Statement
2.1 Research Question and Hypothesis Formulation
2.2 Evaluation Criteria
3 Methods
3.1 Use Case Points
3.2 Regression Shrinkage and Selection Using LASSO
4 Optimising Correction Factors
5 Experiment Evaluation
5.1 Project Dataset
5.2 Model Evaluations
5.3 The OCF and UCP Method Comparison
6 Conclusion
Acknowledgment
References
Gestural Interface to Support Car Drivers Interacting with Smartphone: A Systematic Literature Review
Abstract
1 Introduction
2 Related Work
3 Research Method
3.1 Review Protocol Phases
3.2 Research Question
3.3 Search Strategy
3.4 Search Strings
3.5 Literature Resources
3.6 Search Process
3.7 The Study Selection: Eligibility Criteria
3.8 Quality Assessment
3.9 Threat to Validity
4 Results and Discussion
4.1 Overview of Selected Study
4.2 Detail Review on Selected Papers
5 Conclusion
Acknowledgement
References
The Price Determinants of Bitcoin as a New Digital Form of Money
Abstract
1 Introduction
2 Cryptocurrency and Its Features
3 Hypotheses and Modeling
4 Conclusions
References
Cyber Safety Awareness Framework for South African Schools
Abstract
1 Introduction
2 Background to This Study
2.1 Background on the Knowledge and Skills of an Educator Necessary to Enhance Cyber Safety Awareness in a School Environment
2.2 Background on the Knowledge the School Management Needs to Enhance Cyber Safety Awareness in a School Environment
3 Proposed Cyber Safety Awareness Framework for a South African School
4 Methodology
5 Analysis
6 Future Work
7 Conclusion
References
Decision-Making-Based Modeling of Auxiliary Diagnosis of Ischemic Stroke in Recovery Period
Abstract
1 Research Background
1.1 Advances in Stroke Disease Research
1.2 Research on the Current Status of Clinical Assistant Diagnosis
2 Research Method
3 Data Processing and Feature Selection
3.1 Data Processing
3.2 Feature Selection
4 Decision Number Generation and Pruning
5 Modeling Results and Analysis of Decision Trees
5.1 Classification Evaluation Indicators
5.2 Modeling Results
6 Summary
References
The Proposal of Customized Convolutional Neural Network Using for Image Blur Recognition
Abstract
1 Introduction
2 Background and Methods
2.1 Convolution Neural Networks
2.2 Proposal of Own Neural Network
3 Methods
3.1 Sigmoid Activation Function
3.2 ReLU Activation Function
4 Results and Conclusion
Acknowledgments
References
Statistical Characteristics of Decisions Made by a Neural Network Molecule with Quadrant Quantization and a Molecule with Data Quantization by Two Ellipses
Abstract
1 Introduction
2 Statistical Characteristics' Methods
3 A Numerical Experiment's Results on Modelling the Two Neurons-Molecules' States
4 Conclusion
References
Development of E-Insurance Through Market Institutions: The Example of Digital Compulsory Third-Party Motor Insurance
Abstract
1 Introduction
2 Trends in the Market for Compulsory Motor Third Party Liability Insurance
3 A Sociological Study of the Readiness of Compulsory Motor Third Party Liability Insurance for the Development of Market Institutions of E-Insurance
4 The Functional Capabilities of Key Elements of the Digital Platform for Compulsory Motor Third Party Liability Insurance
5 Conclusion
References
Using an Expert Panel to Validate the Malaysian SMEs-Software Process Improvement Model (MSME-SPI)
Abstract
1 Introduction
2 Research Methodology
2.1 The Objective of the Validation
2.2 Validation Criteria
2.3 Preparing the Validation Instruments
2.4 Profiles of the Expert's Companies
2.5 Data Analysis
3 Results and Discussion
3.1 Assessment Results of Company A
3.2 Assessment Results of Company B
3.3 Assessment Results of Company C
3.4 Assessment Results of Company D
3.5 Assessment Results of Company E
3.6 Feedback Sessions on the MSME-SPI
3.7 Modification of the MSME-SPI
4 Conclusion
References
Single Disease DRGs Based on Hospitalization Costs of Hypertensive Patients
Abstract
1 Introduction
1.1 Research Background
1.2 Research Status
1.3 Research Purpose and Significance
1.4 Research Content
2 Data Sources and Research Methods
2.1 Source
2.1.1 Literature Sources
2.1.2 Data Sources
2.2 Research Methods
3 Results
3.1 Research Methods
3.2 Research Methods
3.3 Research Methods
3.4 Influencing Factors of Total Hospitalization Cost of Hypertension Patients
3.5 Group DRGs
3.5.1 Results of DRGs Grouping
3.5.2 Descriptive Statistical Analysis of DRGs Grouping
4 Results
4.1 Research Conclusion
References
Burst Detection in Social Media Communities
Abstract
1 Introduction
2 Burst Detection: Why and How?
3 Technical Features and Architecture of the Information System
4 User Activity Indicators and Burst Detection Options in SNS Communities
5 Results and Discussion
6 Conclusion and Future Work
Acknowledgments
References
Assessment of Biomedical Risk Factors Associated with Adverse Pregnancy Outcomes
1 Introduction
2 Methods and Materials
2.1 Analysis of Contingency Tables with Binary Outcomes
2.2 Analysis of Contingency Tables with at Multiple Factor Levels
3 Results and Discussions
4 Conclusion
References
NGBoost Interpretation Using LIME for Alcoholic EEG Signal Based on GLDM Feature Extraction
1 Introduction
2 Research Methodology
2.1 EEG Dataset
2.2 Signal Conversion
2.3 GLDM
2.4 NGBoost
2.5 Performance Evaluation
2.6 LIME
3 Results and Discussion
3.1 NGBoost Model Construction
3.2 NGBoost Interpretability Results
4 Conclusion
References
Modeling of Product Heating at the Stage of Beam Input in the Process of Electron Beam Welding Using the COMSOL Multiphysics System
Abstract
1 Introduction
2 Mathematical Modeling
3 Experimental Research
4 Experimental Study of an Automated System Efficiency
5 Conclusion
Acknowledgments
References
Breaking Microsoft Azure Information Protection Viewer Using Memory Dump
Abstract
1 Introduction
2 Related Works
3 Use Case of the Attack
3.1 Obtaining Memory Dump File
4 Memory Dump File Analysis
4.1 Pairs Filtering
5 Conclusions
Acknowledgement
References
Comparison of Various NoSQL Databases for Unstructured Industrial Data
Abstract
1 Introduction
2 Methods
3 Results
4 Conclusion
Acknowledgments
References
Topic Clustering of Social Media Using Multilayer Text Analysis
Abstract
1 Introduction
2 General Description of the Approach Used
3 Experiments and Results
4 Conclusions
References
Searching the Hyper-heuristic for the Traveling Salesman Problem with Time Windows by Genetic Programming
Abstract
1 Introduction
2 Background
2.1 Genetic Programming
2.2 Traveling Salesman Problem
2.3 Heuristics, Metaheuristics and Hyper-heuristics
3 Methodology
4 Results
5 Discussion
6 Conclusion
Acknowledgements
References
A Multi-criteria Model Application in the Prioritization of Processes for Automation in the Scenario of Intelligence and Investigation Units
Abstract
1 Introduction
2 Research Methodology
3 Background and Related Work
3.1 Multi-criteria Decision Support
3.2 Measuring Attractiveness by a Categorical Based Evaluation Technique (Approach and Software)
4 Proposed Model and Analysis
4.1 Structuring Phase
4.2 Evaluation Phase
4.3 Recommendation Phase
5 Conclusion
References
On the Scheduling of Industrial IoT Tasks in a Fog Computing Environment
1 Introduction
2 Background
2.1 Industrial IoT Applications
2.2 Edge and Fog Computing
3 Related Work
4 Workflow Scheduling in an Industrial Fog System
4.1 System Model
4.2 Experimental Setting and Results
5 Conclusion
References
IMC Strategy Using Neural Networks for 3D Printer Bed Temperature Control
Abstract
1 Introduction
2 Problem Formulation
2.1 Electronics Wiring Diagram
2.2 Inverse Model Control with NN
2.3 Internal Model Control Strategy
3 Experimental Procedure
4 Results and Discussion
5 Conclusions
Acknowledgments
References
A Comparison of Processes and Threads Creation
Abstract
1 Introduction
2 Calling Function Fork
3 Calling Function Phread_Create
4 A Time Measurement
4.1 A Function Clock_Gettime()
4.2 Using lessthan Chrono greaterthan Library
5 Time Measurement
5.1 Function Fork
5.2 Function Pthread_Create
5.3 Time Measurement Summary
6 Threads versus Processes
7 Conclusions
References
Planning and Approving Corporate Resource Development
Abstract
1 Introduction
2 Problem Setting
3 Planning Method
4 Results
5 Conclusion
References
Fast-Growing Firms - "Gazelles" in Modern Russia: An Empirical Study of Growth Factors
Abstract
1 Introduction
2 Fast-Growing "Gazelle" Companies: Identification and Success Factors
3 Features of the Sector of Fast-Growing Companies in Russia
4 Modelling the Growth Factors of Fast-Growing Companies in Russia
5 Conclusion
References
Combining Earth Remote Sensing and Land Wireless Sensor Networks Data in Smart Agriculture Information Products
Abstract
1 Introduction
2 The Constituent Elements of the Solution Step by Step
3 Combining the Data
4 Combination of ERS and WSN Data
5 Conclusions
References
A Model for the Operating Management of the Aircraft Maintenance Composition
Abstract
1 Introduction
2 Methods
3 Results and Discussions
4 Conclusion
References
The Problem of Rational Allocation of Resources for Replacing Aircraft
Abstract
1 Introduction
2 Literature Review
3 Formalization of the Method
4 Results
5 Conclusion
Acknowledgments
References
Data Science Around the Indexed Literature Perspective
1 Introduction
2 Background
3 An Approach
4 Results from Tracking
4.1 Basis of Data Science
4.2 Implications
4.3 Applications
4.4 Consequences
5 Conclusion
References
Comprehensive Assessment of a Student Using Neural Network Algorithms for Students of Technical Specialities and Areas of Training
Abstract
1 Introduction
2 Theoretical Framework
3 Results and Discussion
4 Conclusions
References
A Review on Intenet of Things Smart Homes, Challenges, Open Issues and Countermeasures
Abstract
1 Introduction
2 Definitions and Background
3 Challenges and Open Issues
3.1 Privacy and Security Challenges
3.2 Interoperability
3.3 Costs
3.4 Installation, Administration and Maintenance
3.5 Energy Efficiency
3.6 Trust
3.7 Perceived Usefulness
3.8 Effort Expectancy
3.9 Performance Expectancy/Connectivity Standards
4 Counter Measures
4.1 Privacy Preserving Solutions
4.2 Interoperability
4.3 Costs
4.4 Installation, Administration and Maintenance
4.5 Energy Efficiency
4.6 Trust
4.7 Perceived Usefulness
4.8 Effort Expectancy
4.9 Performance Expectancy/Connectivity Standards
5 Conclusion
Acknowledgment
References
Applying Bayesian Network to Assess the Levels of Skills Mastering in Adaptive Dynamic OER-Systems
Abstract
1 Introduction
1.1 Learning Models: Base Tendencies
1.2 Diagnostic Models. Problem Formulation
2 Theoretical Framework
2.1 Theoretical Framework. Base Hypothesis
2.2 Constructing Bayesian Model of Latent Cognitive Items Structure
3 Modelling and Research
3.1 The Algorithm of Bayesian Cognitive Network Initial Construction
3.2 Bayesian Cognitive Network Properties
3.3 Dynamical Items Encoding. Refining Bayesian Model of Latent Cognitive Items Structure
3.4 Dynamical Learners Encoding. Adaptive Learner Competency Level Assessment
4 Discussion. Conclusion
References
Clustering Large DataSet' to Prediction Business Metrics
Abstract
1 Introduction
2 Research and Methodology
3 Material and Method
3.1 Traditional Business, E-Business and E-Metrics
3.2 Multivariate Adaptive Regression Splines
3.3 Traditional Business, E-Business and E-Metrics
4 Result and Discussion
5 Conclusion
References
Multiple Radiotechnical System for the Takeoff and Landing Zones of Unmanned Aerial Vehicles
Abstract
1 Introduction
2 UAC Navigation Parameter Assessment Method
3 Results and Conclusions
Acknowledgements
References
Patterns of Long-Term Dynamics of World Gold Production
Abstract
1 Introduction
2 Defining Objectives
3 A Comprehensive Indicator of the Global Gold Market Value and Its Critical Levels, a Bicentennial Exponential Growth Regime
4 Intensive Growth of Value, Mode with Exacerbation
5 Limited Growth of the Value Indicator, Change of Growth Asymptotic
6 Conclusions
References
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