Computational Statistics and Mathematical Modeling Methods in Intelligent Systems

Name: Computational Statistics and Mathematical Modeling Methods in Intelligent Systems | Proceedings of 3rd Computational Methods in Systems and Software 2019, Vol. 2
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Proceedings of 3rd Computational Methods in Systems and Software 2019, Vol. 2

Radek Silhavy Petr Silhavy Zdenka Prokopova(Editor)

Springer (Publisher)

1st Edition

Published on 19. September 2019

XIV, 424 pages

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978-3-030-31362-3 (ISBN)

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Content

Intro
Preface
Organization
Program Committee
Program Committee Chairs
International Program Committee Members
Organizing Committee Chair
Conference Organizer (Production)
Contents
Static Compensator for Decentralized Control of Nonsquare Systems
Abstract
1 Introduction
2 Gain Matrix Estimation
3 Static Compensator Design
4 Conclusions
Acknowledgment
References
The Distributed Ledger-Based Technique of the Neuronet Training Set Forming
Abstract
1 Introduction
2 Data Labeling Approaches and the Labeling Noise
3 Distributed Ledger and Its Applicability to the Data Labeling
4 The Analysis and Estimation of DLT Application to the Dataset Forming
5 Discussion and Conclusion
Acknowledgements
References
Decision Support Systems for the Oil Fields with Cloud Multiagent Service
Abstract
1 Introduction
2 The Cloud Service Architecture
3 The Suggested Approach to Creation of Agents Societies of the Cloud Service
4 The Algorithm of the Agents Society Creation
5 The Results of Experimental Research
Acknowledgement
References
Floating Data Window Movement Influence to Genetic Programming Algorithm Efficiency
Abstract
1 Introduction
2 Floating Data Window
3 Experiment Design and Obtained Results
4 Conclusion
Acknowledgement
References
Performance Analysis of Collaborative Data Mining vs Context Aware Data Mining in a Practical Scenario for Predicting Air Humidity
1 Introduction
2 Methods
2.1 Collaborative Data Mining (CDM)
2.2 Context Aware Data Mining (CADM)
2.3 Experimental Setup and Implementation
3 Results
3.1 Collaborative Data Mining (CDM) Results
3.2 Context-Aware Data Mining (CADM) Results
3.3 CDM vs CADM Results
4 Conclusions
References
Structuring a Multicriteria Model to Optimize the Profitability of a Clinical Laboratory
Abstract
1 Introduction
2 Theoretical Reference
2.1 Multi-criteria Support in Decision-Making
2.2 Management in Clinical Laboratories
3 Methodology
4 Results and Analysis
5 Conclusion
References
Discharge of Lithium-Oxygen Power Source: Effect of Active Layer Thickness and Current Density on Overall Characteristics of Positive Electrode
Abstract
1 Introduction
2 Experimental
2.1 Electrochemical Measurements
2.2 Analysis of Experimental Data
3 Computer Simulations
3.1 Relationship of Cathode Capacity with Current Density
3.2 Method of Calculations
3.3 Results of Calculation of Cathode Characteristics
4 Conclusions
Acknowledgement
References
Comprehensive Framework for Classification of Abnormalities in Brain MRI Using Neural Network
Abstract
1 Introduction
2 Related Work
3 Problem Description
4 Proposed Methodology
5 System Implementation
6 Results Discussion
6.1 About Database
6.2 Analysis Strategy
6.3 Visual Results
6.4 Numerical Results
7 Conclusion
References
Application of Value Set Concept to Ellipsoidal Polynomial Families with Multilinear Uncertainty Structure
Abstract
1 Introduction
2 Uncertainty Structure
3 Uncertainty Bounding Set
4 Ellipsoidal Polynomial Family
5 Value Sets
6 Illustrative Example
7 Conclusion
Acknowledgments
References
Comparison of Methods for Time Series Data Analysis for Further Use of Machine Learning Algorithms
Abstract
1 Introduction
2 Background and Methods
3 Moving Average
4 Exponential Smoothing
4.1 Single Exponential Smoothing
4.2 Double Exponential Smoothing
4.3 Triple Exponential Smoothing
5 Conclusion
Acknowledgments
References
Missing Data in Collaborative Data Mining
1 Introduction
2 Methods
2.1 Collaborative Data Mining with Missing Data
2.2 Preparation of Data Sources
2.3 Missing Data - cMDaa Method
2.4 Results - cMDaa Method
2.5 Missing Data - cMDimv Method
2.6 Results - cMDimv Method
3 Conclusions
References
A Survey on Program Analysis and Transformation
Abstract
1 Introduction
2 Background
2.1 Program Transformation
2.2 Software Testing
2.3 Genetic Algorithms
2.4 Program Transformation with Genetic Algorithm
3 Challenges
3.1 Program Transformation Challenges
3.2 Genetic Algorithm Challenges
4 Achieving Program Transformation and Software Testing Using Genetic Algorithms
4.1 Using Genetic Algorithms to Support Software Testing
4.2 Different Implementations of GAs to Support Software Testing
4.3 Hybrid Genetic Algorithms
4.4 Using Genetic Algorithms to Evolve Transformation Sequences
5 Conclusion
References
An Improved Location Model for the Collection of Sorted Solid Waste in Densely Populated Urban Centres
Abstract
1 Introduction
2 Model Definition and Formulation
3 Lagrangian Relaxation Heuristic for Solving P
4 Preliminary Numerical Implementation of the Model
5 Concluding Remarks
Acknowledgements
References
Atrial Fibrillation for Stroke Detection
Abstract
1 Introduction
2 Literature Review
3 Methodology
3.1 Sensor Module
3.2 Microcontroller
3.3 Display Module
4 Results and Discussion
4.1 System Performance Test
4.2 User Acceptance Test
5 Conclusion and Recommendations
Acknowledgment
References
A Self-adapting Immigrational Genetic Algorithm for Solving a Real-Life Application of Vehicle Routing Problem
1 Introduction
1.1 Related Work
1.2 The Business Case
1.3 Notations and Problem Definition
2 Vehicle Routing Problem
3 Genetic Algorithms for VRP
4 Case Study
4.1 Experimental Setup
4.2 Genetic Algorithm Parameters Setup
4.3 Experimental Results
5 Conclusions
References
Scalable Hypothesis Tests for Detection of Epileptic Seizures
1 Introduction
2 Methods
2.1 EEG Sensors Data Collection
2.2 EEG Sensors Data Processing
2.3 Features Extraction Based on Scalable Hypothesis Tests
2.4 Prediction of Epileptic Seizures
3 Results
3.1 Features Extraction Results
3.2 Classification Results
4 Discussions
References
The Exact Frequency Domain Solution for the Periodic Synchronous Averaging Performed in Discrete-Time
Abstract
1 Introduction
2 Spectral Description of Periodic Averaging
3 Simulation
4 Distinction Estimation
5 Conclusion
Acknowledgement
References
An Adaptive Cognitive Temporal-Causal Model for Extreme Emotion Extinction Using Psilocybin
Abstract
1 Introduction
2 Underlying Neurological Principles
3 The Temporal-Causal Network Model
4 Example Simulation
5 Conclusion
References
The Simulation Study of Recursive ABC Method for Warehouse Management
Abstract
1 Introduction
2 Problem Formulation
3 Model of Warehouse and the Objective Function
4 Results of Simulation Experiments
5 Summary of Results
6 Conclusion
Acknowledgment
References
Influence of Digital Transformation on the Customer Relationship
Abstract
1 Introduction
2 Influence of Digital Transformation
2.1 ASIDAS-Model
2.2 Touchpoints Customer Journey
2.3 Automatization of Data Processing
3 Conclusion
References
The Comparison of Machine-Learning Methods XGBoost and LightGBM to Predict Energy Development
Abstract
1 Introduction
2 Feature Analysis
2.1 Computation of Pearson Correlation Coefficient
3 Building the Prediction Model
3.1 XGBoosST Method
3.2 LigthGBM Method
4 Conclusion
Acknowledgments
References
C4.5 Decision Tree Enhanced with AdaBoost Versus Multilayer Perceptron for Credit Scoring Modeling
Abstract
1 Introduction
2 Related Works
3 The Proposed Methods
3.1 C4.5
3.2 AdaBoost
3.3 Multilayer Perceptron
3.4 Proposed Techniques
3.5 Performance Evaluation
3.6 Datasets
4 Experimental Results
5 Conclusions
References
Stability and Dissipativity of Multistep Runge-Kutta Methods for Nonlinear Delay Differential Equations with Constrained Grid
Abstract
1 Introduction
2 The Description of the Problem and Numerical Methods
3 Finite-Dimensional Numerical Dissipativity
4 Infinite-Dimensional Numerical Dissipativity
5 Comparison with Existing Results
6 Numerical Examples
Acknowledgments
References
Monophonic Distance Based Indices of Graphs
Abstract
1 Introduction
2 Monophonic Index of Cn and Wn
3 Monophonic Index of Cartesian Product of {\varvec P}_{2} with {\varvec P}_{{\varvec n}} and {\varvec C}_{{\varvec n}}
4 Monophonic Index of Corona Product of Graphs
5 Conclusion
References
A Novel Schema for Secure Data Communication over Content-Centric Network in Future Internet Architecture
Abstract
1 Introduction
2 Related Work
3 Problem Description
4 Proposed Methodology
5 System Implementation
5.1 Design Attributes/Components
5.2 Design Methodology
5.3 Execution Flow
6 Results and Discussion
7 Conclusion
References
Computational Processes Management Methods and Models in Industrial Internet of Things
1 Introduction
1.1 Stages of Production Management Automation
1.2 The Industrial Internet
2 Computational Processes Management
2.1 Logical-Dynamic Models for Computation Planning
3 Way to Implement the Suggested Approach
4 Conclusion
References
Applied Quadratic Programming with Principles of Statistical Paired Tests
Abstract
1 Introduction
2 Multivariable Model Predictive Control
3 Applied Quadratic Programming Technique
4 Paired Tests Applied in Quadratic Programming in MPC
5 Results
6 Conclusion
References
Migration and Self-selection: An Agent-Based Model
Abstract
1 Introduction
2 Global Structure of the Model
2.1 Conceptual Model
3 Simulation and Results
3.1 Simulations
3.2 Scenarios Tested
3.3 Results
4 Conclusion
References
Analysis of Independences of Normality on Sample Size with Regards to Reliability
Abstract
1 Introduction
2 Testing Normality of Data in Context of Testing Hypotheses
3 Consequences of Data Normality Supported by Reliability
4 Results
5 Conclusion
References
Novel Analytical Model for Resource Allocation Over Cognitive Radio in 5G Networks
Abstract
1 Introduction
2 Related Work
3 Problem Description
4 Proposed Methodology
5 System Implementation
5.1 Implementation Strategy
5.2 Execution Flow
6 Results Discussion
7 Conclusion
References
Numerical Analysis of Discrete Lp-norm Error for Rayleigh-Ritz Variational Technique and Its Application to Groundwater Flows Model
1 Introduction
2 Semi-discrete Model
3 Rayleigh-Ritz for Boundary Value Problem
4 Numerical Computation
4.1 Accuracy
4.2 Groundwater Flow
5 Conclusion
References
Parallel Computing Application for Testing of Parameters of Active Phased Antenna Array Noise Modules
Abstract
1 Introduction
2 Researching of the Scenario of the Shift of Microwave Modulators from Deterministic to Chaotic Mode and the Model for Calculating of Modulator's Parameters
3 The Parallelization of Computing of Parameters of Optical Microwave Modulators and the Application of Distributed Computing Systems
4 Conclusions
References
Lifetime Adaptation in Genetic Programming for the Symbolic Regression
Abstract
1 Introduction
2 Background
2.1 Genetic Programming
2.2 Symbolic Regression
2.3 Hybrid Evolutionary Methods
2.4 Lamarckian Evolution
2.5 Baldwin Effect
2.6 Stochastic Hill-Climbing Search Algorithm
3 Methodology
4 Results
5 Discussion
6 Conclusion
Acknowledgments
References
Forecasting of Migration Processes by Integrating Probabilistic Methods and Simulation
Abstract
1 Introduction
2 Background
3 Approaches and Methods
4 Analytical Entropy and Simulation Models of Migration
5 Results
6 Conclusion
Acknowledgements
References
Social Networking Services as a Tool for State and Regional Governance (On the Example of the Arctic Region)
Abstract
1 Introduction
2 The Specifics of SNS in State and Regional Governance
3 Organizational Experience of the Governmental Services in SNS
4 The Experience of Legal State Regulation Use of SNS by the Officials
5 Technical and Ethical Difficulties in Monitoring Legislation Compliance
6 Study of SNS Use in Arctic Region Governance
7 Conclusion
Acknowledgements
References
Discrete Synthesis of a Stochastic Regulator for Adaptation of a Discrete Economic Object on a Target Manifold
Abstract
1 Introduction
2 Formulation of the Problem
3 Problem Solution of Synthesizing a Robust Regulator for a Discrete Model
4 Technique Applications of Stochastic Control Synthesis for a Stochastic, Discrete Problem of Inventory Control
5 Comparative Simulation Results
6 Conclusion
References
Integrated Model of Bandwidth Optimization and Energy Efficiency in Internet-of-Things
Abstract
1 Introduction
2 Related Work
3 Problem Description
4 Proposed Methodology
5 System Design Implementation
5.1 Implementation Strategy
5.2 Essential Parameters Involved
5.3 Execution Flow
6 Results Discussion
7 Conclusion
References
Modeling of Secure Communication in Internet-of-Things for Resisting Potential Intrusion
Abstract
1 Introduction
2 Related Work
3 Problem Description
4 Proposed Methodology
5 System Implementation
5.1 Network Setup
5.2 Key Management
5.3 Confirming System Set-up
5.4 Key & Signature Generation
5.5 Secure Group Communication in IoT
6 Results Discussion
7 Conclusion
References
A Review of the Regression Models Applicable to Software Project Effort Estimation
Abstract
1 Introduction
2 Linear Regression
3 Variants of Models
3.1 Multiple Linear Regression (MLR)
3.1.1 AOM
3.1.2 The Stepwise Approach
3.2 Whale-Crow Optimisation (WCO)
4 Discussion
5 Conclusion
Acknowledgment
References
A Review of Software Effort Estimation by Using Functional Points Analysis
Abstract
1 Introduction
2 Problem Statement
2.1 Research Questions and Goals
2.2 Evaluation Criteria
3 Background
3.1 Functional Points Analysis
3.2 Method Standards
4 Methods Used
4.1 Weights and Complexities
4.2 Technological Independences
4.3 Adjusted Function Size Calculation
5 Discussion and Conclusion
Acknowledgment
References
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Computational Statistics and Mathematical Modeling Methods in Intelligent Systems

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