Applied Computational Intelligence and Mathematical Methods

Name: Applied Computational Intelligence and Mathematical Methods | Computational Methods in Systems and Software 2017, vol. 2
Brand: Springer
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Computational Methods in Systems and Software 2017, vol. 2

Radek Silhavy Petr Silhavy Zdenka Prokopova(Editor)

Springer (Publisher)

Published on 4. September 2017

XIV, 394 pages

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978-3-319-67621-0 (ISBN)

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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
Spatially Augmented Analysis of Macroeconomic Convergence with Application to the Czech Republic and Its Neighbors
1 Introduction
2 Spatial Econometrics and Spatial Panel Data Methods
3 Macroeconomic Convergence - Empirical Results
4 Conclusions
References
Trend-Cycle Decomposition of Economic Activity in the Czech Republic
Abstract
1 Introduction
2 Econometric Methodology
2.1 Model
2.2 Kalman Filter - Basic Version
2.3 Kalman Filter - Square Root Version
2.4 Likelihood Function
3 Empirical Application
3.1 Results of Econometric Estimation
3.2 Economic Discussion
4 Conclusion
Acknowledgements
References
Parallel Matrix Multiplication for Business Applications
Abstract
1 Introduction
2 Related Work
3 Business Applications
4 Matrix Multiplication Methods
4.1 MPI
4.2 MapReduce
5 Experiments and Result
6 Conclusion
References
Content Generation for Massively Multiplayer Online Games with Genetic Algorithms
1 Introduction
2 Procedural Content Generation in MMO Games
3 Content Generation Concepts
3.1 World Instance Generation
3.2 Square Grids
4 Implementation
4.1 Individuals Creation
4.2 Fitness Function
4.3 Crossing and Mutating
4.4 Generation of Results
4.5 Case Study: H1Z1
5 Conclusions and Future Work
References
An Autonomous Architecture for Managing Vertical Elasticity in the IaaS Cloud Using Memory Over-Subs ...
Abstract
1 Introduction
2 An Overview on Oversubscription in Cloud Computing
2.1 Opportunity for Oversubscription
2.2 Risks of Cloud Oversubscription
3 Related Work
4 Proposed Approach
4.1 Overall Architecture
4.2 Memory Oversubscription
4.3 Overload Detection
4.4 Decision on the Strategy to be Used to Mitigate the Overload
4.5 Overload Mitigation
5 Conclusion and Future Work
References
A Security Framework for Cloud Data Storage(CDS) Based on Agent
1 Introduction
2 Cloud Computing Overview
3 Information Security and Cloud Storage
3.1 Information Security
3.2 Cloud Storage
4 Related Works
5 The Proposed Framework
5.1 Framework Description
5.2 Trust Evaluation
5.3 Data Encryption
5.4 Data Intergrity Check
6 Conclusion
References
Proposal for the Design of a New Technological Infrastructure for the Efficient Management of Networ ...
Abstract
1 Introduction
2 Networking Concepts
2.1 Computers Networks
2.1.1 LAN
2.1.2 VLAN
2.2 File Service
2.3 Active Directory
2.3.1 Active Directory Objects
2.3.2 Organizational Unit
2.4 Network Topologies
3 Network Design: A Literature Review
4 Proposal of Design of Network Topologies for the New Infrastructure
4.1 LAN Topology
4.2 Data Center Topology
5 Simulated Scenarios of the Various Network Services of the New Technological Infrastructure
5.1 Scenario 1: Switch and Firewall Operation and Management
5.2 Scenario 2: Primary Services
5.3 Scenario 3: Backup Services
5.4 Scenario 4: Data Base and Files Services
6 Conclusions
References
Initial Centroid Selection Optimization for K-Means with Genetic Algorithm to Enhance Clustering of Transcribed Arabic Broadcast News Documents
Abstract
1 Introduction
1.1 Dealing with Rapidly Growing Audible News
2 Background
2.1 K-Means Clustering Algorithm
2.2 Genetic algorithm
2.3 K-Means with GA and Optimized Initial Centroid Selection
3 K-Means Challenges
4 Proposed Model
4.1 Vector Representation Model
4.2 Initial Centroid Selection Optimization
4.3 Genetic Algorithm to Optimize K-Means
4.4 Algorithm Explanation
5 Experimental Results Evaluation
5.1 Applying K-Means Only
5.2 Applying K-Means with GA
5.3 Applying K-Means with Initial Centroid Selection Optimization
5.4 Applying K-Means with Initial Centroid Selection Optimization and GA
5.5 Final Results
5.6 The Average Sums of Squared Distances as in Fig. 7
5.7 The Average Accuracy as in Fig. 8
5.8 The Average Maximum Number of Generations as in Fig. 9
5.9 The Average Number of Iterations as in Fig. 10
5.10 Previous Results [12]
5.11 Results on Previous Data Set
6 Conclusion
7 Future Work
8. References
An Imperialist Competitive Algorithm to Solve the Manufacturing Cell Design Problem
1 Introduction
2 Problem Description
3 Imperialist Competitive Algorithm
3.1 Initialization
3.2 Assimilation
3.3 Revolution
3.4 Exchange Imperialist-Colonial Position
3.5 Total Power of an Empire
3.6 Collapsing the Weaker Empires
3.7 Convergence
4 Experimental Results
5 Conclusions
References
Optical Character Recognition System for Czech Language Using Hierarchical Deep Learning Networks
Abstract
1 Introduction
2 Computational Method
2.1 Problem Description
2.2 Datasets
2.3 Data Acquisition
2.4 Data Pre-Processing
2.5 Feature Extraction Through Fuzzy Hough Transform
2.6 Feature Classification Through Fuzzy Convolutional Neural Networks
2.7 Feature Classification Hierarchical Fuzzy Convolutional Neural Networks
3 Experiments and Results
4 Conclusion
References
A Percentile Transition Ranking Algorithm Applied to Knapsack Problem
1 Introduction
2 KnapSack Problem
3 Percentile Transition Ranking Algorithm
3.1 Initialization and Element Weighting
3.2 Percentile Transition Ranking Operator
3.3 Repair Operator
4 Results
4.1 Insight of PTRA Algorithm
4.2 PTRA Compared with BAAA
5 Conclusions and Future Work
References
SIAAC: Sentiment Polarity Identification on Arabic Algerian Newspaper Comments
Abstract
1 Introduction
2 Related Works
3 Our Approach
3.1 Corpus Generation
3.2 Pre Processing
3.3 Comments Processing
3.4 Feature Selection
4 Experimental Evaluations
4.1 Classifiers
4.2 Performance Measures
5 Results and Discussion
5.1 Evaluation with Support Vector Machines
5.2 Evaluation with Naïve Bayes
6 Conclusion and Future Works
References
Enrichment Ontology Instance by Using Data Mining Techniques
Abstract
1 Introduction
2 Literature Reviews
3 The Methodologies
4 Experimental Setup
5 Results of Experimental
6 Conclusion
Acknowledgment
References
Solving the Set Covering Problem Using Cat Swarm Optimization Algorithm with a Variable Mixture Rate and Population Restart
1 Introduction
2 Set Covering Problem
3 Cat Swarm Optimization
3.1 Seeking Mode (SM: Resting and Observing).
3.2 Tracing Mode (TM): Running After a Target
4 Algorithm Proposed. Binary Cat Swarm Optimaztion Using Restart Population: BCSO-RP
5 Experimental Results
6 Conclusion and Future Work
References
Analysis of Students' Behavior Based on Educational Data Mining
Abstract
1 Introduction
2 Literature Reviews
3 The Methodologies
4 Experimental Setup
5 Experimental Results
6 Conclusion
Acknowledgments
References
Inference Algorithms in Latent Dirichlet Allocation for Semantic Classification
Abstract
1 Introduction
2 Literature Review
2.1 Selection of Semantic Classifier Algorithm
2.2 Latent Dirichlet Allocation (LDA)
2.3 Existing Works in Latent Dirichlet Allocation
2.4 Inference Algorithms for Latent Dirichlet Allocation
3 Methodology
4 Experimentation
4.1 Data Preparation
4.2 Experimentation Setup
5 Results and Discussions
6 Conclusion
References
Between Data Mining and Predictive Analytics Techniques to Cybersecurity Protection on eLearning Env ...
Abstract
1 Introduction
2 What Is the Relation Between Data Mining and Predictive Analysis?
2.1 Data Mining Predictive Analysis
2.2 Data Mining Analysis on Cyber - Attacks in LMS and Remote Laboratories
3 Application of Predictive Analysis to LMS, RCMS Cyber Protection Systems
4 Development and Future Research
References
A Performance Evaluation of Chi-Square Pruning Techniques in Class Association Rules Optimization
Abstract
1 Introduction
2 Problem Statements
2.1 Scoping Area of Problems
2.2 Narrowed Down to Statements
3 Research Questions
4 Objectives to Solve
5 Experiment Setting
6 Experiment Result and Analysis
References
A Hybrid Method Based on Intelligent Water Drop Algorithm and Simulated Annealing for Solving Multi-depot Vehicle Routing Problem
Abstract
1 Introduction
2 Multi-depot VRP Model
3 Intelligent Water Drops Algorithm
4 IWD Framework for Solving MDVRP
5 Simulated Annealing
6 Numerical Results
7 Conclusion
Acknowledgements
References
Information Retrieval Based on the Extracted Social Network
1 Introduction
2 Problem Definition
3 An Approach
4 Information Retrieval
5 Conclusion and Future Work
References
Strategic Decision Method Structured in SWOT Analysis and Postures Based in the MAGIQ Multicriteria Analysis
Abstract
1 Introduction
2 Process and Strategic Diagnosis
2.1 Strategic Diagnosis Process and Techniques
2.2 Multicriteria Analysis Between SWOT Matrix and Strategy
3 Research Methodology
3.1 Research Process
3.2 Multi-Attribute Global Inference of Quality (MAGIQ) Method
4 Proposition of an Integration Method Between SWOT Matrix and the Strategic Posture Map
4.1 Method Process
5 Conclusion
References
Automatic Structuring of Arabic Normative Texts
Abstract
1 Introduction
2 Background and Related Work
3 Proposed Automatic Structuring Method
3.1 Definition of a Standardized Document Structure
3.2 Automatic Structuring of Texts
4 Evaluation and Obtained Results
5 Conclusion
References
Computer Aided Analysis of the Mobile Crane Handling System Using Computational Intelligence Methods
1 Introduction
2 Analysis and Simulation Research Methodology
3 Model of the Handling Crane
4 Kinematic Model of the Handling System
5 Handling System's Stability
6 Handling Task
7 Simulation Research Results
8 Conclusion
References
The Study of the Impact of Technological Innovation Network on Dual Innovation
Abstract
1 Introduction
2 Preparatory Knowledge
2.1 Theoretical Basis
2.2 Some Assumptions
3 The Study Method
3.1 The Collection of the Data and Samples
3.2 Measuring the Variables
4 Empirical Analysis and Results of the Study
4.1 Reliability and Validity Analysis
4.2 Data Processing
4.3 Empirical Results and Discussion
5 The Conclusions
Acknowledgements
References
Concept of Econometric Intelligence System: OLAP Applications in the Ambient Intelligence Environment
Abstract
1 Introduction
1.1 The Ambient Intelligence
1.2 The OLAP
2 Methods
2.1 The Multidimensional Paradigm
2.2 Calculation of Standardized Deviations
3 Results
3.1 The Econometric Intelligence System
3.2 The Concept of Econometric Intelligence System
3.3 Decision Support of Analyses of Standardized Deviation
4 Conclusion
Acknowledgements
References
Earthquake Ground Motion Attenuation Modeling Using Levenberg-Marquardt and Brute-Force Method
1 Introduction
2 Ground Motion Attenuation Model in Subduction Zone
3 Levenberg-Marquardt and Brute-Force Method
4 Ground Motion Attenuation Model Optimation
5 Result and Discussion
5.1 Nonlinearity Test
5.2 Modeling and Model Comparison
6 Conclusion
References
Advanced Approach for Observability of Distributed Systems Using Internal Pointwise Sensor
1 Introduction
2 Problem Statement
3 Advanced Approach for Observability of Distributed Parameter Systems
4 Diffusion Process in one Dimension with Internal Pointwise Sensor
4.1 One-Dimensional System: x0 Unknown on one Subregion
4.2 One-Dimensional System: x0 Unknown on two Subregions
4.3 One-Dimensional System: x0 Unknown on Several Subregions
5 Diffusion Process in Two Dimensions with Internal Pointwise Sensor
5.1 Two-Dimensional System: x0 Unknown on Several Subregions
5.2 Two-Dimensional System: x0 Unknown on one Subregion
6 Conclusions and Perspectives
References
Using the Method of System Dynamics to Forecast Additional Manpower Needs in Murmansk Region
Abstract
1 Introduction
2 Background
3 Technique to Determine Additional Manpower Needs
4 Results
5 Conclusion
References
Ordinary Kriging and Spatial Autocorrelation Identification to Predict Peak Ground Acceleration in Banda Aceh City, Indonesia
1 Introduction
2 Autocorrelation Spatial and Ordinary Kriging
3 Research Methodology
4 Results and Discussion
5 Conclusion
References
Multicriteria Problem Structuring for the Prioritization of Information Technology Infrastructure Problems
Abstract
1 Introduction
2 The Multicriteria Methodology to Support the Decision
2.1 Structuring
3 Application of the Structuring of the Multicriteral Problem
3.1 Decision Context
3.2 Cognitive Mapping
3.3 Key-Concerns
3.4 Impact Analysis
4 Final Considerations
Acknowledgements
References
Agent Based Modelling Approach of Migration Dynamics
Abstract
1 Introduction
2 The Agent Based Migration Model
2.1 Initiation and Migration Module
2.2 Job Searching
2.3 Demographic and Economic Updates
3 Simulation and Results
3.1 Simulator
3.2 The Scenarios Tested
3.3 Simulations Results
4 Conclusion and Perspectives
References
Applying of the Classifications Trees Method in Forecasting of Risk Groups of Intolerant Behavior
Abstract
1 Introduction
2 Methods
3 Results
4 Discussion
References
Prediction of Attacks Against Honeynet Based on Time Series Modeling
1 Introduction
2 Related Works
3 Data Collection and Analysis Methodology
4 Prediction of Attacks and Discussion
5 Conclusion and Future Works
References
The Cognitive Approach to the Coverage-Directed Test Generation
Abstract
1 Introduction
2 The Cognitive Maps
3 The Cognitive Approach to the Coverage-Directed Test Generation
4 Simulation Results
5 Conclusions and Future Work
Acknowledgement
References
An Agent Based Model to Study the Impact of Intra-annual Season's Variability on the Dynamics of Aedes Vexans and Culex Poicilipes Mosquito Populations in North Senegal (Ferlo)
1 Introduction
2 Presentation of the Ferlo Area
3 Description of the Model
4 Experimental Description and Results
5 Discussion
6 Conclusion
References
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Applied Computational Intelligence and Mathematical Methods

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