
Computational Science and Its Applications - ICCSA 2019
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The six volumes LNCS 11619-11624 constitute the refereed proceedings of the 19th International Conference on Computational Science and Its Applications, ICCSA 2019, held in Saint Petersburg, Russia, in July 2019.
The 64 full papers, 10 short papers and 259 workshop papers presented were carefully reviewed and selected form numerous submissions. The 64 full papers are organized in the following five general tracks: computational methods, algorithms and scientific applications; high performance computing and networks; geometric modeling, graphics and visualization; advanced and emerging applications; and information systems and technologies. The 259 workshop papers were presented at 33 workshops in various areas of computational sciences, ranging from computational science technologies to specific areas of computational sciences, such as software engineering, security, artificial intelligence and blockchain technologies.
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Content
- Intro
- Preface
- Welcome to St. Petersburg
- Organization
- Contents - Part V
- Software Engineering Processes and Applications (SEPA 2019)
- A Microservice-Based Health Information System for Student-Run Clinics
- 1 Introduction
- 2 Microservices
- 3 Solution's Architecture
- 4 Results
- 5 Related Works
- 6 Conclusions and Future Work
- References
- A Systematic Mapping Study on Software Architectures Description Based on ISO/IEC/IEEE 42010:2011
- 1 Introduction
- 2 Brief Introduction to ISO/IEC/IEEE 42010:2011 - Systems and Software Engineering - Architecture Description
- 3 Research Methodology
- 3.1 Research Questions
- 3.2 Search Strategy
- 4 Results and Analysis
- 4.1 Q1 - When Was the ISO/IEC/IEEE 42010:2011 Used?
- 4.2 Q2 - What Was the Venue of Publication?
- 4.3 Q3 - What Aspects from ISO/IEC/IEEE 42010:2011 Are Most Considered?
- 4.4 Q4 - in Which Domains Was ISO/IEC/IEEE 42010:2011 Used?
- 4.5 Q5 - What Type of Validation Was Considered?
- 4.6 Q6 - What Type of Research Strategy Was Considered?
- 5 Threats to Validity
- 6 Conclusions and Future Works
- References
- ArchCaMO - A Maturity Model for Software Architecture Description Based on ISO/IEC/IEEE 42010:2011
- 1 Introduction
- 2 Related Works
- 3 ArchCaMo - Architectural Capability Model
- 3.1 How the Levels Are Proposed
- 3.2 ArchCaMo Levels
- 4 ArchCaMo Processes for Each Level
- 4.1 Level 2 - Minimum Architecture
- 4.2 Level 3 - Defined Architecture
- 4.3 Level 4 - Improved Architecture
- 4.4 Level 5 - Quantified and Evaluated Architecture
- 5 Application of ArchCaMo in a Research Paper
- 6 Conclusion
- References
- A Survey on the Skills, Activities and Role of the Software Architect in Brazil
- 1 Introduction
- 2 Patterns and Antipatterns of the Software Architect Job
- 3 The Survey
- 4 Results
- 5 Discussion
- 6 Threats to Validity
- 6.1 Conclusion Validity
- 6.2 Construct Validity
- 6.3 External Validity
- 6.4 Internal Validity
- 7 Conclusion
- References
- Technical and Managerial Difficulties in Postmortem Analysis in Software Projects
- 1 Introduction
- 2 Background
- 2.1 Postmortem Analysis
- 2.2 Knowledge Management
- 3 Research Method
- 4 Technical Difficulties
- 4.1 Lack of Standards for Performing the Analysis
- 4.2 Collection and Data Extraction
- 4.3 Useful and Efficient Histories of Postmortem Analysis
- 5 Managerial Difficulties
- 5.1 Lack of Specific Schedule for Conducting the Analysis
- 5.2 Lack of Agreement Regarding the Criteria to Be Evaluated
- 5.3 Conflict Between Stakeholders and Information Bias
- 5.4 Lack of Management Support
- 6 Conclusion
- References
- Customer Feedback Prioritization Technique: A Case Study on Lean Startup
- 1 Introduction
- 2 Related Work
- 3 Research Methodology
- 3.1 Systematic Mapping Study
- 3.2 Case Study
- 4 Results
- 4.1 Feedback Collection Process
- 4.2 Feedback Selection
- 5 Discussion
- 5.1 Look at Them Process or LAT Process
- 5.2 Look at Me Process or LAM Process
- 5.3 Look at Star Process or LAS Process
- 6 Conclusion
- References
- Meta-Analysis of Researches of STEAM with Coding Education - in Korea
- Abstract
- 1 Introduction
- 2 Background Domain
- 2.1 STEAM Education
- 2.2 Software Education
- 3 Survey of Related Research
- 4 Meta-Analysis of Related Researches
- 5 Discussions
- References
- Component Architecture of mHealth Service Platform
- Abstract
- 1 Introduction
- 2 Related Research
- 3 Architecture Driver
- 4 Component Identification for mHealth Architecture
- 4.1 Builder Component and Visualization Framework
- 4.2 Care Guideline Framework
- 4.3 Medical Sensor Framework
- 5 Conclusion and Future Research
- References
- An Architectural Approach to the Precedent-Oriented Solution of Tasks in Designing a Software Intensive System
- Abstract
- 1 Introduction
- 2 Question-Answer Approach to Solving the Project Tasks
- 3 Related Works
- 4 Distribution of Tasks in the Conceptual Space of the Project
- 5 Prototyping of Architectural Solutions
- 6 Conclusion
- Acknowledgments
- References
- Galactic Swarm Optimization Applied to Reinforcement of Bridges by Conversion in Cable-Stayed Arch
- 1 Introduction
- 2 Problem
- 2.1 Objetive Function
- 2.2 Constraints
- 3 Galactic Swarm Optimization
- 4 Computational Results
- 4.1 Parameter Settings Used in Experiments
- 4.2 Computational Results
- 4.3 Comparing Ressults
- 4.4 Instance Distribution
- 4.5 Statistical Tests
- 5 Conclusion
- References
- A Systematic Literature Review for Service-Oriented Architecture and Agile Development
- 1 Introduction
- 2 Background
- 2.1 Systematic Literature Review
- 2.2 Agile Development
- 2.3 Service-Oriented Architecture
- 3 Research Method
- 3.1 Research Questions
- 3.2 Search String and Data Sources
- 3.3 Study Selection and Data Extraction
- 3.4 Data Synthesis Strategy
- 4 Data Extraction Results
- 5 Discussion of Research Questions
- 5.1 RQ01: What Agile Solutions Are Proposed for Developing Service-Oriented Architecture (SOA) Based Applications?
- 5.2 RQ02: What Phases of the Agile Life Cycle Are the Studies Covering?
- 5.3 RQ03: What Common Principles of Service-Oriented Architecture (SOA) Are the Studies Covering?
- 6 Conclusion
- References
- Integrating the Scrum Framework and Lean Six Sigma
- Abstract
- 1 Introduction
- 2 Scrum Framework
- 2.1 Overview
- 2.2 Scrum Model
- 2.3 Scrum's Process Framework
- 3 The Lean Six Sigma Approach
- 3.1 Six Sigma
- 3.2 Lean
- 3.3 Lean Six Sigma
- 4 Integration of LSS in Scrum
- 5 Conclusion
- Acknowledgments
- References
- Hardware and Software System for Hydric Estimation and Crop Irrigation Scheduling
- 1 Introduction
- 2 Crop Irrigation
- 2.1 Hydroponic Crops
- 2.2 Evapotranspiration
- 2.3 Hydric Estimation
- 3 Related Work
- 4 Proposed Approach
- 4.1 System Architecture
- 4.2 Hydric Balance Process
- 4.3 System Coordinates
- 4.4 Communication
- 5 Results
- 5.1 Information System
- 6 Conclusions
- References
- Electronic Medical Information Encryption Using Modified Blowfish Algorithm
- Abstract
- 1 Introduction
- 2 Existing Blowfish Algorithm
- 2.1 Encryption and Decryption
- 3 Related Works
- 4 Methodology
- 5 Results and Discussion
- 6 Performance Evaluation
- 6.1 Differential Attack Analysis
- 6.2 Execution Time of Modified Blowfish Against Existing Blowfish Algorithm
- 7 Conclusion
- References
- A Deep Convolutional Encoder-Decoder Architecture for Retinal Blood Vessels Segmentation
- Abstract
- 1 Introduction
- 2 Related Works
- 3 Methodology
- 3.1 Dataset
- 3.2 Model Implementation
- 3.3 General Architecture of the Proposed System
- 3.4 Experimental Results and Analysis
- 4 Conclusion
- References
- Context Data Preprocessing for Context-Aware Smartphone Authentication
- Abstract
- 1 Introduction
- 2 Related Work
- 2.1 Authentication Techniques
- 2.2 Context-Aware Authentication
- 3 Context Data Preprocessing Technique
- 3.1 Data Collection
- 3.2 Context Data Preprocessing
- 3.2.1 Unification of the Time Unit
- 3.2.2 Location Data Preprocessing
- 3.2.3 Hierarchical Aggregation
- 3.3 Statistical Quality Evaluation of the Data
- 4 Experiment: Real-World Context Data
- 4.1 Experimental Setting
- 4.2 Experiment Result
- 5 Conclusion
- References
- Extending and Instantiating a Software Reference Architecture for IoT-Based Healthcare Applications
- 1 Introduction
- 2 Related Work
- 3 A Reference Architecture for IoT-Based Healthcare Applications
- 3.1 Requirements of a Reference Architecture for IoT-Based Healthcare Applications
- 3.2 RAH - Reference Architecture for IoT-Based Healthcare Applications
- 4 A Case Study of Development of an IoT-Based Healthcare Application
- 4.1 Case Study Design
- 4.2 Collecting Evidence
- 4.3 Analysis of Collected Data
- 5 Conclusions and Future Works
- References
- Artificial Intelligence Techniques for Electrical Load Forecasting in Smart and Connected Communities
- 1 Introduction
- 2 State-of-the-Art Computational Intelligence Techniques
- 2.1 Artificial Neural Networks
- 2.2 Support Vector Machine
- 2.3 Fuzzy Logic
- 2.4 Extreme Learning Machine
- 3 Current Trends and Research Directions
- 3.1 Neural Network for Electrical Load Forecasting
- 3.2 Support Vector Machine for Electrical Load Forecasting
- 3.3 Fuzzy Logic for Electrical Load Forecasting
- 3.4 Extreme Learning Machine for Electrical Load Forecasting
- 4 Conclusion
- References
- Computational Investigation of Consistency and Performance of the Biochemical Network of the Malaria Parasite, Plasmodium falciparum
- Abstract
- 1 Introduction
- 2 Methodology
- 3 Implementation and Results
- 3.1 To Run the Consistency Check of the Metabolic Network
- 3.2 Fasimu Functions Demonstrated on a Small Human Erythrocyte Model
- 3.3 The Output of the Evaluation.txt
- 3.4 Validating and Analyzing the Network
- 3.5 Defining Objective Functions for the Analysis
- 4 Conclusion
- References
- Investigating Evolution in Open Source Software
- Abstract
- 1 Introduction
- 2 Background and Related Work
- 2.1 Laws of Evolution
- 2.2 Related Work
- 3 Methodology
- 3.1 Research Questions and Hypotheses
- 3.2 Project Selection
- 3.3 Data Collection
- 3.4 Data Analysis
- 3.5 Statistical Analysis
- 4 Results and Discussion
- 4.1 H1a: If the Number of Commits Decreases the Number of Star Gazers Will also Reduce
- 4.2 H2a - Total Lines of Code Increases as a Software System Evolves
- 4.3 H3a - Issues, Additions and Deletions Over Time for Are Normally Distributed
- 4.4 H4a - Project Issues Increase as Code Churn Decreases
- 5 Validity Discussion
- 5.1 Construct Validity
- 5.2 External Validity
- 5.3 Conclusion Validity
- 6 Conclusions
- References
- Development of an Alumni Feedback System for Curriculum Improvement in Building Technology Courses
- Abstract
- 1 Introduction
- 2 Review of Related Literature
- 3 System Design and Implementation
- 4 Conclusion
- Acknowledgement
- References
- e-Maintenance Framework for Strategic Asset Management in Tertiary Institutions
- Abstract
- 1 Introduction
- 2 Review of Related Literature
- 3 System Design
- 4 System Implementation
- 4.1 Hyper Text Mark-up Language (HTML)
- 4.2 Cascading Style Sheet (CSS)
- 4.3 MySQL
- 4.4 C-Sharp(#) Programming Language
- 5 Conclusion
- Acknowledgement
- References
- Scenes Segmentation in Self-driving Car Navigation System Using Neural Network Models with Attention
- Abstract
- 1 Introduction
- 2 Literature Review
- 3 Methodology
- 4 Conclusion
- References
- Evolutionary and Adaptive Elderly Care Ecosystem
- Abstract
- 1 Introduction
- 2 Elderly Care Ecosystem - ECE
- 3 ECE Evolution System
- 3.1 Evolutionary and Adaptive Systems
- 3.2 SEvol Method
- 4 ECE Processes
- 5 Conclusions
- Acknowledgements
- References
- Software Engineering Methodologies for the Evaluation and Monitoring of Projects of Higher Education Students
- Abstract
- 1 Introduction
- 2 Methodology
- 2.1 Cooperative and Collaborative Learning
- 2.2 Learning Strategies
- 2.3 Agile Methodologies
- 2.4 SCRUM
- 3 Results
- 4 Conclusions
- References
- A Web Framework for Online Peer Tutoring Application in a Smart Campus
- 1 Introduction
- 2 The Concept of Peer Tutoring
- 3 Taxonomy of Peer Tutoring Methodologies
- 3.1 Class-Wide Peer Tutoring
- 3.2 Cross-Age Peer Tutoring
- 3.3 Reciprocal Peer Tutoring
- 3.4 Internet-Based Peer Tutoring
- 4 Proposed Web Framework for Online Peer Tutoring
- 5 Conclusion
- References
- Use of Blockchain Smart Contracts in Software Engineering: A Systematic Mapping
- Abstract
- 1 Introduction
- 2 Research Methodology
- 2.1 Goals and Research Questions
- 2.2 Study Protocol
- 3 Results
- 4 Analysis and Discussion
- 5 Conclusions, Limitations and Future Work
- References
- SPLide: An Integrated Development Environment Supporting Software Product Lines
- Abstract
- 1 Introduction
- 2 SPLide
- 2.1 Overview of SPLide
- 2.2 Weapon System Software Product Line Engineering Process
- 2.3 Tools Comprising SPLide
- 2.3.1 Domain Engineering Tool
- 2.3.2 Application Engineering Tool
- 2.3.3 Repository & Management Tool
- 3 Pilot Project
- 4 Conclusions
- References
- Analysis of Noise Perturbation on Neural Network Based ECG Classification
- 1 Introduction
- 2 Literature Review
- 3 Methodology
- 3.1 EMD and Butterworth Denoising
- 3.2 Convolutional Neural Network
- 3.3 Performance Measurement
- 4 Results
- 5 Conclusion
- References
- Multi-class Classification of Impulse and Non-impulse Sounds Using Deep Convolutional Neural Network (DCNN)
- Abstract
- 1 Introduction
- 2 Literature Review
- 3 Methodology
- 3.1 Data Collection
- 3.2 Feature Extraction
- 3.3 DCNN Classifier
- 3.4 ADAM (Adaptive Moment) Algorithm
- 4 Results and Discussion
- 4.1 Performance Evaluation
- 4.2 DCNN Model Performance Result
- 5 Conclusion
- Acknowledgments
- References
- Improving Employability Skills Through a Web-Based Work Integrated Learning Database for Construction Students
- Abstract
- 1 Introduction
- 2 Review of Related Literature
- 3 System Design
- 4 System Implementation
- 4.1 Hyper Text Mark-up Language (HTML)
- 4.2 Cascading Style Sheet (CSS)
- 4.3 MySQL
- 4.4 C-Sharp(#) Programming Language
- 5 Conclusion
- Acknowledgement
- References
- Using Scope Scenarios to Verify Multiple Variability Models
- 1 Introduction
- 2 Related Work
- 3 Automated Analysis of Variability Models: The SeVaTax Process and Tool
- 3.1 Module 1: The SeVaTax Variability Model
- 3.2 Module 2: Translator and Formal Representation
- 3.3 Module 3: Validator
- 3.4 Module 4: Result Viewer
- 3.5 Module 5: Configurator
- 4 Evaluation
- 5 Conclusion and Future Work
- References
- Service Discovery Based on Social Profiles of Objects in a Social IoT Network
- 1 Introduction
- 2 Related Work
- 3 SIoT Service Discovery
- 4 Social Profile Search - SPS
- 5 Test Environment and Evaluation
- 5.1 Results
- 6 Conclusion
- References
- Guidelines for Architecture Design of Software Product Line
- Abstract
- 1 Introduction
- 2 Proposed Product-Line Architecture Design Model
- 2.1 Conceptual View
- 2.2 Execution View
- 2.3 Deployment View
- 3 Guidelines for Applying Product-Line Architecture Design Model
- 3.1 Guidelines for Logical Component Modeling
- 3.2 Interface Structuring Guidelines
- 3.3 Physical Component Modeling Guidelines
- 3.4 Node Modeling Guidelines
- 4 Example of Application
- 4.1 An Example of Identifying Logical Components from Feature Models
- 4.2 Modeling Structural Relationship Between Logical Components
- 4.3 Variability Modeling of Physical Components
- 5 Conclusion
- References
- HOG Based Facial Recognition Approach Using Viola Jones Algorithm and Extreme Learning Machine
- Abstract
- 1 Introduction
- 2 Extreme Learning Machine
- 2.1 The ELM Model
- 3 Viola Jones Algorithm
- 4 Histograms of Oriented Gradients
- 5 Algorithmic Description of the Proposed Scheme
- 6 Experimental Results and Comparisons
- 7 Conclusions
- Acknowledgments
- References
- Automatic Code Generation System for Transactional Web Applications
- 1 Introduction
- 2 Related Work
- 3 Proposed Approach
- 3.1 XML Model Validation
- 4 Results
- 4.1 Results Validation
- 5 Conclusions
- References
- Computed Tomography of Polymer Composites Reinforced with Natural Short Fiber
- Abstract
- 1 Introduction
- 2 Background
- 2.1 Material Parameters
- 2.2 Algorithms
- 3 Materials and Methodology
- 3.1 Materials
- 3.2 Experimental Tests of X-ray Micro-tomography
- 3.3 Reconstruction by Phase Contrast Mode
- 4 Results and Discussion
- 4.1 MBA (Modified Bronnikov Algorithm)
- 4.2 BAC (Bronnikov Aided Correction)
- 4.3 PPR (Paganin Phase Retrieval)
- 5 Case Study with Bio-Based Composite
- 6 Conclusions
- Acknowledgements
- References
- Discrete Optimization Based Rail Passengers Safety and Comfort Communication System Configuration Design
- Abstract
- 1 Introduction
- 1.1 Motivation and Contribution
- 2 Basic Features and Functionality of the Recommended Solutions for Each Communication Module
- 3 Problem of Configuration Design of the System as Discrete Optimization Problem
- 4 Optimal System Configuration
- 5 Conclusion
- Acknowledgments
- References
- VIoT - A Step Towards Easing the Interoperability of IoT-Based Applications
- 1 Introduction
- 2 The Problem
- 3 Related Works
- 4 VIoT: Proposed Architecture
- 4.1 Proxy Translator
- 4.2 Virtual Device
- 4.3 CoAP Server
- 4.4 Device Manager
- 4.5 Health Module
- 4.6 Device Communication
- 4.7 Framework Instanciation
- 5 Evaluation
- 6 Conclusions
- References
- Adaptive Channel Borrowing Scheme for Capacity Enhancement in Cellular Wireless Networks
- Abstract
- 1 Introduction
- 2 The Erlang Traffic Model
- 3 System Design
- 4 The Proposed Algorithm
- 5 Results and Discussion
- 6 Conclusion
- Acknowledgement
- References
- Data Analytics: Global Contributions of World Continents to Computer Science Research
- 1 Introduction
- 2 Research Methodology
- 3 Results
- 4 Conclusion
- References
- Bridges Reinforcement Through Conversion of Tied-Arch Using Crow Search Algorithm
- 1 Introduction
- 2 Problem
- 2.1 Objective Function
- 2.2 Constraints
- 3 Algorithm
- 3.1 Crow Search Algorithm
- 4 Experimental Results
- 4.1 Parameter Settings Used in Experiments
- 4.2 Computational Results
- 4.3 Comparison
- 4.4 Instance Distribution
- 5 Statistical Tests
- 6 Conclusion
- References
- Software Architecture Enabling Effective Control of Selected Quality Aspects
- 1 Introduction
- 2 Selected Quality Aspects
- 3 Real-World and Software Services
- 4 From Software System to Software Service
- 4.1 Ensuring Connectivity
- 4.2 Providing Understandable Interface
- 4.3 Birth of a Service
- 4.4 Access Control
- 4.5 Building Hierarchy/System Composition
- 4.6 Smart Access (Portals)
- 4.7 Service Type Summary
- 5 Communication Means
- 6 Remarks
- 7 Further Research and Conclusions
- References
- Automation of Workflow Design in an Industrial Enterprise
- Abstract
- 1 Introduction
- 2 Related Work
- 3 Workflow Analysis on the Example of the Design and Approval Process of Engineering Documentation
- 4 Conclusion and Future Works
- Acknowledgements
- References
- The Method of Translation of the Diagram with One Type Directed Links into the Inhibitor Petri Net
- Abstract
- 1 Introduction
- 2 Analysis of Existing Approaches
- 3 Diagram to Inhibitory Petri Net Translation
- 4 EPC-Diagram Management Stream to Petri Net Translation
- 5 Implementation
- 6 Conclusion
- Acknowledgements
- References
- Software Development Activities for Secure Microservices
- Abstract
- 1 Introduction
- 2 The Microservices Architectural Style
- 3 Security Challenges of the Microservices Architecture
- 4 Microservices Composition Threat Modeling
- 5 Microservices Composition Security Requirements
- 6 Software Development Activities for Secure Microservices Compositions
- 7 Conclusion
- References
- A Students' Perspective of Native and Cross-Platform Approaches for Mobile Application Development
- 1 Introduction
- 2 Background
- 3 Related Work
- 4 Research Design
- 4.1 Students' Perceptions on Implementing Using Native and Cross-Platform Mobile Solutions
- 4.2 Students and Developers' Perspectives on Selecting Mobile Technology
- 5 Exploratory Data Analysis
- 5.1 First Survey
- 5.2 Second Survey
- 5.3 Third Survey
- 6 Discussion
- 7 Conclusion
- 7.1 Threats to Valid and Future Work
- References
- Integration Strategies of Cross-Platform Microarray Data Sets in Multiclass Classification Problem
- 1 Introduction
- 2 Methodology
- 2.1 Data Normalization Schemes
- 2.2 Classification System Description
- 3 Numerical Experiment
- 3.1 Data Description
- 3.2 Results
- 4 Conclusion
- References
- Forensic Analysis of Mobile Banking Apps
- Abstract
- 1 Introduction
- 2 Related Studies
- 3 Experimental Setup
- 4 Findings
- 5 Conclusion
- References
- Investigating Enterprise Resource Planning (ERP) Effect on Work Environment
- Abstract
- 1 Introduction
- 2 Concepts and Literature Review
- 2.1 ERP System Performance
- 2.2 Work and Work-Life in an Organization
- 2.3 ERP Adoption
- 3 Hypotheses and Research Model
- 3.1 Research Hypothesis
- 3.2 Research Model
- 4 Research Process
- 5 Analysis Results
- 5.1 Sample Description
- 5.2 Descriptive Statistics on Main Variables
- 5.3 Reliability Analysis Cronbach's Alpha Test for Each of Scales
- 5.4 Uni-Dimensionality Analysis Test for Each of Scales
- 5.5 Confirmatory Factor Analysis (CFA)
- 5.6 Composite Reliability (CR) Testing
- 5.7 Discriminant Validity Testing
- 5.8 Test the Model Fit
- 5.9 Structural Equation Modeling Hypothesis Testing
- 6 Discussion and Implications
- 6.1 Discussion
- 6.2 Managerial Implications
- 7 Conclusion and Future Research
- References
- Using Policy Refinement to Assist IoT Device Management in Smart Hospitals
- 1 Introduction
- 2 Background
- 3 Solution Proposed
- 3.1 Solution Operation
- 4 Prototyping and Results
- 4.1 Results
- 5 Conclusion
- References
- Parallel Symbiotic Organisms Search Algorithm
- Abstract
- 1 Introduction
- 2 Related Work
- 3 Symbiotic Organisms Search Algorithm
- 3.1 Open Multiprocessor
- 3.2 Test Functions
- 4 Experimentation
- 4.1 Parallel Algorithm Methodology
- 4.2 Results and Discussion
- 5 Conclusion and Future Work
- References
- Stock Price Forecasting Using Symbiotic Organisms Search Trained Neural Networks
- Abstract
- 1 Introduction
- 2 Related Work
- 3 Motivation and Methodology
- 3.1 Modelling and Program Design
- 3.2 Hybrid Symbiotic Organisms Search with Neural Networks
- 3.3 Hybrid Particle Swarm Optimization with Neural Networks
- 3.4 Hybrid Genetic Algorithm with Neural Networks
- 3.5 Auto Regressive Integrated Moving Average
- 3.6 Evaluation Metrics
- 4 Experimental Results
- 4.1 Results and Discussion
- 5 Conclusion
- References
- A Comparative Analysis of Temporal Changes in Urban Land Use Resorting to Advanced Remote Sensing and GIS in Karaj, Iran and Luxor, Egypt
- Abstract
- 1 Introduction
- 2 Study Area
- 3 Material and Methodology
- 3.1 Materials
- 3.2 Methodology
- 4 Results
- 5 Discussions
- 6 Conclusion
- References
- Experimental Comparison of Stochastic Optimizers in Deep Learning
- Abstract
- 1 Introduction
- 2 Background and Related Work
- 2.1 Deep Learning
- 2.2 Gradient Descent Algorithm and Optimization in Deep Neural Networks
- 2.3 Related Works
- 3 Methodology
- 4 Results and Interpretations
- 5 Conclusion and Future Work
- References
- Application of Data Mining Algorithms for Feature Selection and Prediction of Diabetic Retinopathy
- Abstract
- 1 Introduction
- 2 Literature Review
- 2.1 Related Work
- 3 Methodology
- 3.1 The Approach
- 3.2 Data Collection
- 3.3 Dataset Pre-processing
- 3.4 System Architecture
- 3.5 System Pseudocode
- 3.6 Parameters Used for Evaluation
- 4 Results and Discussions
- 4.1 Experimental Results
- 5 Conclusion
- 6 Recommendations
- 7 Future Work
- References
- Author Index
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