Data Science and Algorithms in Systems: Proceedings of 6th Computational Methods in Systems and Software 2022, Vol. 2

Preface
Organization
Contents
Understanding the General Framework for Teaching Semantics and Syntaxes of Visual Languages to Computer Education Students Based on Notion of Abstract Visual Syntax Graphs
	1 Introduction
	2 Related Work
		2.1 Syntax of Visual Languages
		2.2 Semantics of Visual Languages
		2.3 Graph Representation
		2.4 Abstract Visual Syntax Graph and Graph Grammar
		2.5 Logical Semantics
	3 The three Notable Visual Languages
		3.1 Euler Diagrams (Circle)
		3.2 VEX
		3.3 Show and Tell
	4 Conclusions and Future Work
	References
A Prediction System Using AI Techniques to Predict Students’ Learning Difficulties Using LMS for Sustainable Development at KFU
	1 Introduction
		1.1 Practitioner Notes
	2 Related Work
	3 Machine Learning
		3.1 Logistics Regression (LR)
		3.2 K-Nearest Neighbor (KNN)
		3.3 Decision Tree (DT)
		3.4 Naive Bayes Algorithm (NB)
		3.5 Random Forest (RF)
		3.6 Stochastic Gradient Descent (SGD)
		3.7 Ridge Classifier
		3.8 Nearest Centroid
	4 Dataset Description
	5 Methodology
	6 Data Transformation
	7 Data Partitioning
	8 Performance Evaluation
	9 Results
	10 Conclusion
	11 Discussion
	References
COVID-19 Detection from Chest X-Ray Images Using Detectron2 and Faster R-CNN
	1 Introduction
	2 Deep Learning Based Object Detection
		2.1 R-CNN
		2.2 Fast R-CNN
		2.3 Faster R-CNN
		2.4 YOLO
	3 Methodology
		3.1 Dataset
		3.2 Baseline Models
		3.3 Evaluating Object Detection Models
		3.4 Training Process for Different Models
	4 Results and Discussion
	5 Conclusion
	References
Effective SNOMED-CT Concept Classification from Natural Language using Knowledge Distillation
	1 Introduction
	2 Related work
		2.1 SNOMED-CT (Systemized Nomenclature of Medicine Clinical Term)
		2.2 Medical Natural Language Document
		2.3 Methods for Inferring Terms for Binding SNOMED-CT
		2.4 Knowledge Distillation
		2.5 BioBert ch4ref11
	3 Methodology
		3.1 Problem statement
		3.2 Proposed Model
		3.3 Data Preprocessing
		3.4 Learning Method and Architecture
	4 Results and Discussions
	5 Conclusion
	References
Analyze Mental Health Disorders from Social Media: A Review
	1 Introduction
	2 Methodology
	3 Result
		3.1 RQ1: What Technique Is Most Commonly Used in the Mental Health Analysis in the Last Five Years?
		3.2 RQ2: What Data Sources or Applications Are Widely Used to Retrieve Test Data?
		3.3 Synthetic Result
	4 Conclusion
	References
Methods of Solution to the Task on Early Detection of Fire Outbreaks Based on Images and Video Streams from Controlled Territories
	1 Introduction
	2 Review of Existing Methods
	3 Set up of the Task
	4 Realization of Experiments
		4.1 Task of Binary Classification
		4.2 Extraction of Places with Fire Based on YOLO
	5 Conclusion
	References
3D Building Internal Structural Component Segmentation from Point Cloud Data Using DBSCAN and Modified RANSAC with Normal Deviation Conditions
	1 Introduction
	2 Related Work
	3 Proposed Method
		3.1 Preprocessing
		3.2 Segmentation
	4 Experimental Results
	5 Conclusion
	References
Contrast Enhancement of UAV-Based Maize Plant Images for Automatic Detection of Fall Armyworm
	1 Introduction
	2 Proposed Solution
		2.1 Evaluation Parameter
		2.2 Proposed Algorithm
	3 Experimental Results and Discussion
	4 Conclusion
	References
Smart Services in Education: Facilitating Teachers to Deliver Personalized Learning Experiences
	1 Introduction
	2 Theoretical Background
		2.1 Smart Services and Smart Service Systems
		2.2 The Teacher Impact on the Student Satisfaction
		2.3 The New Learning Paradigm
		2.4 Strategies for Learning Personalization
	3 Smart Services Implementation in the Learning Process
	4 A Model of Smart Service Platform
	5 Conclusion and Future Work
	References
Optimized 8-Parameter Relay-Based Delayed Thermal Process Model Identification via Saturated Relay and Artificial Delay
	1 Introduction
	2 Mathematical Models
		2.1 Model 1
		2.2 Model 2
	3 Improved and Extended Relay-Feedback Test
		3.1 Saturated Relay
		3.2 Artificial Delay
	4 Optimization Problems and the Solution Technique
		4.1 Optimization Problems Definition
		4.2 Nelder-Mead Algorithm
	5 Algorithm Summary and Numerical Example
		5.1 Identification Algorithm Summary
		5.2 Simulation Example
	6 Conclusions
	References
Augmenting Historical Alphabet Datasets Using Generative Adversarial Networks
	1 Introduction
		1.1 Letter Classification
		1.2 Getting Data for Letter Classification from Historical Documents
		1.3 Current State of Art of Palmyrene Alphabet Classification
	2 Methods of Image Augmentation
		2.1 Keras Generator
		2.2 Roboflow
	3 Generative Adversarial Networks
	4 Using GAN for Palmyrene Alphabet Augmentation
		4.1 Network Architecture
		4.2 Training Parameters
	5 Results
		5.1 GAN Success Rate
		5.2 Classifier Improvement
	6 Discussion
	7 Conclusion
	References
Ensemble Machine Learning Models for Simulating the Missile Defense System
	1 Introduction
		1.1 Background and Motivation of Research
		1.2 Research Content
	2 Related Work
	3 System Model
		3.1 Simulator Description
		3.2 Ensemble Machine Learning Models
	4 Performance Evaluation
		4.1 The Main Flow Chart of the Proposed System
		4.2 Application Development Environment
		4.3 Simulator
		4.4 Prediction Factor Data Information
		4.5 Confusion Matrix
		4.6 Performance Measurement Results
	5 Conclusion
	References
Validating Radar and Satellite Precipitation Estimates Against Rain Gauge Records in Slovakia
	1 Introduction
	2 Related Works
	3 Data
	4 Methodology
	5 Results and Discussion
	6 Conclusions
	References
Improvement on Management of Tags Using an Event Queue
	1 Backgrounds and Needs
	2 Design of the Asynchronous Tag Loading Scheme
		2.1 Event Queue
		2.2 Proposed Tag Management System Architecture
	3 Performance Evaluation
		3.1 Preparation of Samples Under the Test
		3.2 Improvement on Network Performance
		3.3 Improvement in Tag Omission
	4 Conclusions
	References
Memetic Algorithm with GPU Optimization
	1 Introduction
	2 Related Work
		2.1 GP and Evolutionary Programming
		2.2 Parallel GP on GPU
		2.3 Metaheuristic Algorithm
		2.4 Parallel Metaheuristics
		2.5 Memetic Algorithms
		2.6 Memetic Algorithm on GPU
	3 Implemented Program
		3.1 Development Settings and Tools
		3.2 Description of Implementation
	4 Result and Discussion
	5 Conclusion
	References
Application of Machine Learning Techniques to Enterprise Model Classification: An Approach and First Experimental Results
	1 Introduction
	2 Related Work
		2.1 Enterprise Model Representation
		2.2 Graph Neural Networks for Graph Classification
		2.3 Sentence Embedding
	3 Research Approach
		3.1 Dataset
		3.2 Methodology
	4 Experimentation Results
		4.1 Enterprise Models Classification Based on the Graph Topological Features
		4.2 Enterprise Models Classification Based on Topological and Semantic Features
	5 Conclusion
	References
Conceptual Linked Data Model for South African Municipalities Public Services Domain
	1 Introduction
	2 Methodology
	3 Literature Review
	4 Data Sources Selection and Ontology Mapping to Municipality Public Domain
		4.1 Requirement
		4.2 Formalization
		4.3 Ontology Classes Modeling
	5 Linking Ontologies Represented in OWL
	6 Conclusion
	References
On the CPU Usage of Deep Learning Models on an Edge Device
	1 Introduction
	2 YOLO Models for Object Detection
	3 Deep Learning Use-Cases at the Edge
	4 Related Work
	5 Experimentation and Results
		5.1 Application Scenario
		5.2 Results
	6 Conclusion
	References
Stratification Languages of Socio-economic Systems
	1 Introduction
	2 Phenomenon of Language
	3 Probabilistic Concept of Language
	4 Classification of Languages
	5 Formal Scheme Language
	6 Formal Description of the SES
	7 Conclusion
	References
Analysis and Prediction of the Complementary Dynamics of Computer Viruses
	1 Introduction
	2 Methods and Results
	3 Conclusion
	References
Distance Learning in the Post-pandemic Period: Trends, Limitations and Symmetry of Knowledge
	1 Introduction
	2 Materials and Methods
	3 Results
		3.1 Distance Learning
		3.2 Massive Open Online Courses
	4 Discussion
	5 Conclusions
	References
Model of Contact Interaction of Rough Surfaces in Statics
	1 Introduction
	2 Problem Statement
	3 Single Contact
	4 Contact Interaction of Rough Surfaces in Statics
	5 Conclusion
	References
Churn Prediction in Telecoms Using a Random Forest Algorithm
	1 Introduction
	2 Related Work
	3 Methodology
		3.1 Removal of Zero Value Variables
		3.2 Outlier Analysis
		3.3 Label Encoding
		3.4 Normalization
		3.5 Feature Importance
		3.6 Data Sampling
		3.7 Model Execution
	4 Implementation
	5 Results Discussion
	6 Conclusion and Future Work
	References
Problems of Non-linear Symmetry
	1 Introduction
	2 Statement of the Problem
		2.1 Complementarity Principle
	3 Research Method
	4 Conclusion
	References
CVR: An Automated CV Recommender System Using Machine Learning Techniques
	1 Introduction
	2 Related Work
	3 Methodology
		3.1 Dataset
		3.2 Data Preprocessing
		3.3 Data Extraction
		3.4 Similarity Check
		3.5 Recommending Top N CVs
		3.6 Website Deployment
	4 Result Analysis
		4.1 Comparison and Selection of Similarity Metric
		4.2 Selection of Recommendation Technique
	5 Conclusion
	References
The Problem of Defining the Concept of “Electronic Document for Long-Term Storage”
	1 Introduction
	2 The Complexity of Defining the Concept of an Electronic Document
	3 Definition of the Concept of an Electronic Document for Long-Term Storage
	4 Conclusion
	References
Smart Home Defense Against DDoS Attacks
	1 Introduction
	2 Background
	3 Experiment Setup and Results Achieved
	4 Discussion
	5 Conclusion
	References
Configuring and Optimizing of Convolutional Neural Networks for Analyzing the Structure of Metageosystems
	1 Introduction
	2 Methods
	3 Results and Discussions
	4 Conclusion
	References
Sub-region Segmentation of Brain Tumors from Multimodal MRI Images Using 3D U-Net
	1 Introduction
	2 Methodology
		2.1 Database
		2.2 Deep Learning Model Architecture
		2.3 Evaluation Metrics
		2.4 Loss Function
		2.5 Data Augmentation
	3 Training Process
	4 Experimental Results and Discussion
	5 Conclusion
	References
Mathematical Research of Odd Sigmoid Functions and Their First Two Derivatives
	1 Introduction
	2 Theorem About of Correspondence of the Odd Sigmoid Function and Its First Derivative
	3 Theorem About of the Correspondence of the First Derivative of the Odd Sigmoid Function and Its Second Derivative
	4 Numerical Results
	5 Conclusion
	References
Algorithm of Reconstruction 3D Model by Two of Its Images
	1 Preliminaries
		1.1 Introduction
		1.2 Mathematical Description of the Problem
	2 Experiments
		2.1 Setting Up an Experiments
		2.2 Algorithm for 3D Model Fitting Using Central Moments
		2.3 Minimizing the Function L(Z)
		2.4 Cleaning the Calculated Points Set
	3 Conclusion and Future Work
	References
Application of Computer Technologies to the Study of Bas Properties in Biological Systems
	1 Introduction
	2 Materials and Methods
	3 Results and Discussion
	4 Conclusion
	Appendix 1. Results of Statistical Analysis
	Appendix 2. Results of Statistical Analysis Using the Kruskal-Wallis Test
	Appendix 3. Analysis of Variance (ANOVA) of Samples
	References
Datamart of Business Intelligence for the Sales Area of a Peruvian Tourism Company
	1 Introduction
		1.1 Business Intelligence
		1.2 State of the Art
	2 Materials and Methods
		2.1 Project Planning
		2.2 Requirement Analysis
		2.3 Dimensional Model
		2.4 Datamart Design
		2.5 ETL Analytical Processing
		2.6 Data Presentation Design and Development
		2.7 End User Application Development
	3 Architecture
	4 Results
	5 Conclusions
	References
Artificial Vision and IoT for Automation of Remote Reading for Limnimeters in Hydraulic Weirs
	1 Introduction
	2 Methodology
	3 Solution Architecture
		3.1 Video Image Digitization
		3.2 Radio Link Study
		3.3 IoT Platform
	4 Experimentation
	5 Results
	6 Conclusions
	7 Future Work
	References
Web Readability Challenges
	1 Introduction
	2 Literature Review
	3 Web Readability Challenges
		3.1 Color Contrast
		3.2 White Space
		3.3 Font Size
		3.4 Line Spacing
		3.5 Font Style
		3.6 Graphical Content Placement
		3.7 Length of Sentences
		3.8 Width of Word
		3.9 Graphical Content Relevancy
	4 Conclusions and Future Work
	References
Road Traffic Control Management and Creation of VANET Networks by VanetSim Simulator
	1 Introduction
		1.1 VanetSim
		1.2 SUMO
		1.3 CityMob
	2 VanetSim Simulator
		2.1 Road Traffic Model
		2.2 Vehicle Communication
	3 Test Environment Preparation
		3.1 Road Traffic Simulation
		3.2 Realization of Simulation
	4 Conclusion
	References
Functional and Cost Analysis of the Econometric Model of Integrated Logistics Support for Technical Operation of Exported Knowledge-Intensive Products
	1 Introduction
	2 Materials and Methods
		2.1 Information Stage of Functional and Cost Analysis of Integrated Logistics Support for Technical Operation of Exported Knowledge-Intensive Products
		2.2 Analytical Stage of Functional and Cost Analysis of Integrated Logistics Support for Technical Operation of Exported High-Tech Products
		2.3 Creative Stage of Functional and Cost Analysis of Integrated Logistics Support for Technical Operation of Exported Knowledge-Intensive Products
		2.4 The Research Stage of the Functional and Cost Analysis of Integrated Logistics Support for the Technical Operation of Exported Knowledge-Intensive Products
		2.5 Recommendation Stage of Functional and Cost Analysis of Integrated Logistics Support for Technical Operation of Exported High-Tech Products
	3 Result and Discussion
	4 Conclusion
	References
Architecture of Software Platform for Testing Software of Cyber-Physical Systems
	1 Introduction
	2 Methods
	3 Results
	4 Discussions
	5 Conclusion
	References
Cyber-Physical Approach to Building a Flight Experiment Control System
	1 Introduction
	2 Flight Experiment Control Systems
	3 Application of Complexes for Preparing Flight Data and Planning Flight Tasks
	4 Algorithm for Building an Information-Measuring System for Analyzing the Results of a Flight Experiment
	5 Qualimetry Method for Conducting the Flight Test Process
	6 Problematic Issues of Information Support for Flight Tests of Aviation Equipment and Possible Solutions
	7 Conclusion
	References
Analysis of the Interaction Between the Pilot and On-Board Technical Systems in the Automation of Aircraft Control
	1 Introduction
	2 Methods
	3 Results
	4 Discussions
	5 Conclusion
	References
Synthetic Datasets and Medical Artificial Intelligence Specifics
	1 Introduction
	2 Materials and Methods
	3 Results
	4 Discussion
	5 Conclusion
	References
Robust Control of Air Flow Speed in Laboratory Model of Hot-Air Tunnel: Multiplicative Uncertainty-Based Approach
	1 Introduction
	2 Laboratory Model Description
	3 Mathematical Models with Uncertainty
	4 Design of Robustly Relatively Stabilizing Controllers
	5 Control Simulations
	6 Real Control Experiments
	7 Conclusion
	References
The Conception of Assessing the Resilience of Critical Infrastructures of Regional Socio-economic Systems
	1 Introduction
	2 Background
	3 Methods and Means
	4 Results
		4.1 The Conception of Assessing the Resilience of the Regional Socio-economic System
		4.2 The Method for Obtaining an Assessment of the Resilience of a Regional Socio-economic System
	5 Discussion
	6 Conclusion
	References
Adaptation of Kohonen’s Self-organizing Map to the Task of Constructing an Individual User Trajectory in an E-learning System
	1 Introduction
	2 Education Process Model and the Trainee Categorization Problem
	3 Implementation Options for Kohonen Maps
	4 Practical Study Results
	5 Final Remarks
	References
Application of the Computational Intelligence Method to Modeling the Dynamics of Multidimensional Population System
	1 Introduction
	2 The ``Predator–Three Prey'' Model and the Optimization Coevolution Problem of Four Populations
	3 Construction and Implementation of an Evolutionary Algorithm
	4 Software Structure
	5 Discussion
	6 Conclusion
	References
The Relationship Between Gender Inequality and the Performance of Large Corporations
	1 Introduction
	2 Approaches to Studies of the Relationship Between Gender Inequality and Corporate Performance
	3 Modeling the Relationship Between Gender Inequality and Corporate Performance
	4 Discussion
	5 Conclusions
	References
An Empirical Study on Price Determinants of the Primary Real Estate Market
	1 Introduction
	2 Price Determinants of Primary Housing Market
	3 Trends of Urban Planning and City Development Strategy in Krasnoyarsk
	4 Empirical Analysis on City Real Estate Market
		4.1 Data Description
		4.2 Cluster Analysis of Data
		4.3 Modelling Price Determinants in the Primary Residential Real Estate Market in Krasnoyarsk
	5 Conclusion
	References
Simulation of Massive Transmission in Wide Area UNB LPWANs
	1 Introduction
	2 Collisions in UNB
	3 Simulation
	4 Simulation Result
	5 Conclusion
	References
Intelligent Monitoring System Formation in Modern Production in the Context of Manufacturing Digitalization
	1 Introduction
	2 Methods
	3 Results
	4 Conclusion
	References
Predicting Mitigation on Catastrophic Event Such as Tsunami—Automatization of a Model Alert
	1 Introduction
	2 An Overview of Related Work
		2.1 Theorethical Background
		2.2 Problem—Specific Instance Features
		2.3 Final Architecture and Algorithm Perspective
	3 Conclusion and Future Scope
	References
Trends in Voice Recording Classification - Comparison of Conventional Features and Image Analysis Approach
	1 Introduction
	2 Traditional Features for Voice Pathology Detection
		2.1 Perturbation Measures
		2.2 Glottal Noise Measures
		2.3 Spectral Tilt
		2.4 Cepstral Measures
		2.5 Voice Range Profile
	3 Voice Pathology Detection Using Image Analysis
		3.1 Data Gathering and Transformation
		3.2 Image Analysis
		3.3 Comparison with Time Series Analysis
	4 Conclusions
	References
Protection Efficiency Assessment Method Key Infrastructures in Distributed Ledger Technology
	1 Introduction
	2 Key Infrastructure Life Cycle
	3 Adaptation of GOST R 57580.2 Approach as Applied to Distributed Ledger Systems
	4 Calculation of Complex Indicators and Assessment of the Compliance of Key Infrastructure Protection
	5 Conclusion/Future Work
	References
Modular Scalable System for Registration of Biomedical Indicators of Activity of the Exoskeleton User
	1 Introduction
	2 Methods
	3 Results
	4 Discussions
	5 Conclusion
	References
Enhancing Border Security and Countering Terrorism Through Computer Vision: A Field of Artificial Intelligence
	1 Introduction
	2 Background Study
	3 Research Methodology
	4 Performance Evaluation and Validation
	5 Conclusion
	References
Comparative Study of Pre-processing Data on Scoliosis Type Classification on X-Ray Image Using CNN Algorithm
	1 Introduction
	2 Research Methodology
		2.1 Data Collection Technique
		2.2 Pre-processing
		2.3 Training
		2.4 Testing
	3 Result and Discussion
	4 Conclusion
	References
Kerberos Golden Ticket Attack
	1 Introduction
	2 Manage Accounts in Computer Networks
		2.1 Workgroup
		2.2 Active Directory Domain Services
	3 Golden Ticket Attack
		3.1 What Is Golden Ticket
		3.2 Preparing a Test Environment for a Golden Ticket Attack
		3.3 What We Need for Create Golden Ticket
	4 Conclusion
	References
A Novel Multimodal Hybrid Classifier Based Cyberbullying Detection for Social Media Platform
	1 Introduction
	2 Literature Survey
	3 Proposed Method
		3.1 Block Diagram
		3.2 Pre-processing
		3.3 Feature Extraction
		3.4 ELM
		3.5 CNN
	4 Results and Discussions
		4.1 Dataset
		4.2 Performance Metrics
	5 Conclusion
	References
A Network Science-Based Approach for Temporal Hot Spot Policing
	1 Introduction
	2 Related Works
	3 Data and Methodology
		3.1 Dataset
		3.2 Data Preprocessing
		3.3 Temporal Occurring Probability Patterns
		3.4 Quantifying the Area Between Temporal Occurring Probability Profiles
		3.5 Eigenvector Centrality Approach
	4 Results
		4.1 Pairwise Area Matrix
		4.2 Temporal Occurring Probability Index
	5 Conclusions and Future Work
	References
Fuzzy Logic in Determination of Sensory Characteristics of Freeze-Dried Yoghurts with Fruit Fillers
	1 Introduction
	2 Materials and Methods
	3 Results
	4 Conclusion
	References
GeoDD: End-to-End Spatial Data De-duplication System
	1 Introduction
		1.1 Problem Definition
		1.2 Related Work
	2 Methods
		2.1 Exploratory Data Analysis
		2.2 General System Overview
		2.3 Stage One. Candidates Selection
		2.4 Stage 2. Classification Model and Post-processing
	3 Results
	4 Discussion
	References
Deep Learning in Damage Assessment with Remote Sensing Data: A Review
	1 Introduction
	2 Methods and Data to Review Building Damage Assessment Using Remote Sensing
		2.1 Database Extraction Using Meta-analysis Method
		2.2 Peer-Review Article
		2.3 Conference Papers
	3 Results and Brief Overview
	4 Conclusion
	References
Stress Mining from Sleep-Related Parameters
	1 Introduction
	2 Literature Review
	3 Methodology
		3.1 Data Acquisition and Description
		3.2 Data Pre-processing
		3.3 Data Splitting
		3.4 Classifiers
		3.5 Hyper Parameter Optimization
	4 Results and Discussion
		4.1 Results with Holdout Validation Approach
		4.2 Results with K-fold Cross Validation Approach
		4.3 Results After Using Grid Search Hyperparameter Tuning
	5 Conclusion
	References
Computational Contextual Framework for Dynamic Tracking of Numerous Mobile Object
	1 Introduction
	2 Related Work
	3 Problem Description
	4 Proposed Methodology
	5 Algorithm Implementation
		5.1 Strategy for Algorithm Formulation
		5.2 Algorithm Design
	6 Results Discussion
	7 Conclusion
	References
Comparative Approach of Sentiment Analysis Algorithms to Classify Social Media Information Gathering in the Spanish Language
	1 Introduction
	2 Literature Review
		2.1 Sentiment Analysis in Social Networks
	3 Materials and Methods
		3.1 Data Collection
		3.2 Machine Learning
		3.3 Natural Language Processing
		3.4 Word and Document Frequency Analysis (TF-IDF)
	4 Results and Discussion
		4.1 Polarity Classification
		4.2 Comparison of Sentiment Analysis Algorithms
	5 Conclusions
	References
Method for Assessing Optimality of Mechanical Motion of Modular RS Formations Over Different Sections of Terrain, Represented by Complex Surfaces
	1 Introduction and Related Works
	2 Method for Assessing Optimality of Mechanical Motion of Modular RS Formations
	3 Results
	4 Conclusion
	References
High-Order Non-uniform Grid Scheme for Numerical Analysis of Queueing System with a Small Parameter
	1 Introduction
	2 Large-Scale Queueing Systems Model
	3 Large-Scale Queueing Systems Model with a Small Parameter
	4 Truncated System of Differential Equations and Numerical Analysis
	5 Conclusion
	References
Integrated Tuning of Hidden Markov Parametric Optimization Model with Genetic Algorithm for Electricity Market Forecasting
	1 Introduction
	2 Materials and Methods
	3 Simulation Results
	4 Conclusion
	References
Topic Mining Based Literature Analysis for Face Recognition
	1 Introduction
	2 Related Work
	3 Methodology
		3.1 FRA Dataset Collection
		3.2 Topic Modeling
	4 Experimental Results
		4.1 Topic Generation
		4.2 Topic Analysis
	5 Conclusion
	References
Computational Assessment Model for Blind Medical Image Watermarking with Deep Learning
	1 Introduction
	2 Related Work
	3 Problem Description
	4 Proposed Methodology
	5 Insights to Implementation
		5.1 Strategy of Implementation
		5.2 Implementation Proposition
	6 Results Discussion
	7 Discussion of Findings
	8 Conclusion
	References
Predicting the Health Status of Cows Using Machine Learning
	1 Introduction
	2 Literature Review
	3 Methodology
		3.1 Data Acquisition and Description
		3.2 Feature Selection
		3.3 Data Pre-processing
		3.4 Machine Learning Model Implementation
		3.5 Algorithms
	4 Results
	5 Conclusion
	References
Intelligent Frame and Table Segmentation in Blueprint Documents: Method and Implementation
	1 Introduction
	2 Related Work
	3 Proposed Method
		3.1 Task Definition and Challenges
		3.2 General Scheme of the Method
		3.3 Preprocessing
		3.4 Frame and Table Segmentation
	4 Implementation and Evaluation
		4.1 Dataset
		4.2 Evaluation
		4.3 Results
	5 Discussion
	References
Object Detection in Images by Verifying Corners at Predicted Positions
	1 Introduction
		1.1 Previous Related Work
		1.2 Basic Definitions and New Feature Descriptor for Corner-Specified Objects
	2 Methods
		2.1 New Geometric Feature Descriptor for Corner-Specified Objects
		2.2 Object Detection Algorithm
		2.3 Illustrative Motivating Examples and Verification of Ideas
	3 Results
		3.1 Implemented Algorithm
		3.2 Test Results
	4 Discussions
		4.1 Further Implementation Details
		4.2 Summary of Contributions
	References
Values Definition of the Leading Threshold of the Primary Process Colors by the Method of Color Separation and Image Segmentation by Thresholding
	1 Introduction
	2 Image Digitization Process
		2.1 Topological Properties of a Digital Image
	3 Image Analysis
		3.1 Separation of Color Samples into Gray
		3.2 Image Segmentation
		3.3 Contrast Enhancement
		3.4 Image Smoothing and Convolution Mask
		3.5 Retouching Defects
	4 Experimental Process of Image Analysis
		4.1 Image Processing
		4.2 Graphical Visualization of Color Image Processing
	5 Results of Leading Color Threshold
	6 Conclusion
	References
Machine Learning for Face Recognition in Shallow Data
	1 Introduction
	2 Related Work
	3 Machine Learning Algorithms
		3.1 Support Vector Machine
		3.2 Naïve Bayes
		3.3 Linear Discriminant Analysis
		3.4 Logistic Regression
		3.5 Random Forest
		3.6 Artificial Neural Network
		3.7 Convolutional Neural Network
	4 Experimental Results
		4.1 Experiment on the Extended Yale B Dataset
		4.2 Experiment on the Olivetti Face Dataset
		4.3 Experiment on the Labelled Faces in the Wild Dataset
	5 Conclusion
	References
The Problem of Dynamical Chaos in Heat Performance Parameters
	1 Introduction
	2 Methods of Identification of Dynamical Chaos in the Modern Chaos Theory
	3 Checking Samples of Cardio Intervals from the Same Subject for Dynamical Chaos
	4 SLE Calculation in CI Samples
	5 Interpretation
	6 Conclusion
	References
Biotechnology Among Computer Science and Data Science: A Review of Scientific Development
	1 Introduction
	2 A Review to a Challenge
	3 Approach to Challenge
	4 Collaboration Effort
		4.1 Natural Chemistry
	5 Genetics
	6 Conclusion
	References
Evaluation of the Public Transport Route Network of the City of Kursk and Recommendations for Its Improvement
	1 Introduction
	2 Methods and Materials
	3 Results
		3.1 Analysis of Passenger Transportation by Trams
		3.2 Analysis of Passenger Transportation by Trolleybuses
		3.3 Analysis of Passenger Transportation by Buses
	4 Discussion
	5 Conclusion
	References
Artificial Neural Networks in Dermatology
	1 Introduction
	2 Objects and Methods
	3 Results and Discussion
	4 Discussion
	5 Conclusions
	References
Marginal Effects Models of Scientific and Technological Fields’ Integration in Heterogeneous Systems
	1 Introduction
	2 Materials and Methods
	3 Results
	4 Discussion
	5 Conclusion
	References
SGRC System as a Basis for Building Business Processes and Measuring the Digital Sustainability of a Business
	1 Introduction
		1.1 General Information
		1.2 SGRC Solution as a Concept
		1.3 The Main Reasons for Implementing the SGRC Solution
		1.4 SGRC System Operation
		1.5 Key IS Processes
		1.6 SGRC Platform Modules
		1.7 Practical Structure of SGRC System Implementation
		1.8 Knowledge Management Model
	2 Materials and Methods
		2.1 Using Simulation Modeling
		2.2 Conducting Experiments
		2.3 An Overview of Leading SGRC Solutions [17, 18]
	3 Discussion
	4 Conclusion
	References
Realization of Astatic Control Systems with Respect to External Disturbances
	1 Introduction
	2 Mathematical Model and Problem Statement
	3 Methods of Solution
	4 Example
	5 Conclusion
	References
Prospects for the Use of Artificial Intelligence to Combat Fraud in Bank Payments
	1 Introduction
	2 Security Problems of Digital Banking Payments in Russia
	3 Institutional and Legal Issues in Digital Banking in Russia
	4 Modeling of Financial Fraud Factors in Retail Bank Payments Regulated by Artificial Intelligence Technology
	5 Discussion
	6 Conclusion
	References
Computer Processing of Laser Beam Profile Dynamics Changing During Interaction with a Thermal Convective Flow
	1 Introduction
	2 The Structural Diagram of the System
	3 Experimental Studies of the System
	4 Results of Computer Processing of the Data Obtained
	5 Conclusion
	References
Multiple Data Cubes and the Best Compromise Matrix for the OLAP in Multi-agent System
	1 Introduction
		1.1 OLAP
		1.2 Multi-agent Systems
		1.3 Problem Statement
	2 Research Design
		2.1 Data Cube Matrix
		2.2 BeCoMe Method
	3 Compromise Data Cube in MAS
	4 Conclusion
	References
Problems of Data Processing in the Problem of Modeling Advertising Campaigns in Social Networks Using Python Libraries
	1 Introduction
	2 Problem Statement
	3 Analysis of Representative Data Services
	4 Preprocessing and Processing of Statistical Data
	5 Results
	References
The Effects of Vertical and Horizontal Knowledge Inflows on Collaborative Innovation of Research Institutes
	1 Introduction
	2 Materials and Methods
	3 Results
	4 Discussion
	5 Conclusion
	References
Effect of e-Learning Strategies on Learners’ Academic Engagement
	1 Introduction
	2 Literature Review
		2.1 Research Model and Hypothesis
	3 Research Methodology
		3.1 Material, Methods, Research Population and Sample
		3.2 Participants
	4 Data Analysis and Result
		4.1 Reliability
		4.2 Level of eLearning Acceptance
		4.3 Correlation Analysis
	5 Discussion and Conclusion
	References
Author Index