Computational Science and Its Applications - ICCSA 2017

Name: Computational Science and Its Applications - ICCSA 2017 | 17th International Conference, Trieste, Italy, July 3-6, 2017, Proceedings, Part II
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17th International Conference, Trieste, Italy, July 3-6, 2017, Proceedings, Part II

Osvaldo Gervasi Beniamino Murgante Sanjay Misra Giuseppe Borruso Carmelo M. Torre Ana Maria A.C. Rocha David Taniar Bernady O. Apduhan Elena Stankova Alfredo Cuzzocrea(Editor)

Springer (Publisher)

Published on 4. July 2017

XXXVI, 726 pages

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978-3-319-62395-5 (ISBN)

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Content

Intro
Preface
Welcome to Trieste
Organization
Contents - Part II
Workshop on Agricultural and Environmental Big Data Analytics (AEDBA 2017)
Lack of Data: Is It Enough Estimating the Coffee Rust with Meteorological Time Series?
1 Introduction
2 Background
2.1 Coffee Rust
2.2 Time Series
2.3 Regression Models
3 Data Pre-processing
4 Experimental Results
5 Conclusions and Future Works
References
Urban Sprawl, Labor Incomes and Real Estate Values
Abstract
1 Introduction and Aim of the Paper
2 Methodology of Analysis and Data Processing
3 Urban Growth on a Metropolitan Area
4 Spatial Distribution of Real Estate Values
5 Labor or Capital Income, Unemployment Rate and More
6 Conclusions
References
OLAP Analysis of Integrated Pest Management's Defense Rules: Application to Olive Crop in Apulia Region
Abstract
1 Introduction
2 Related Work
2.1 Sustainable Agriculture Indicators
2.2 OLAP for Agriculture
3 OLAP Model for IPM
3.1 Integrated Pest Management for Olive Tree
3.2 OLAP Model
4 Implementation
5 Conclusions
References
Adaptive Prediction of Water Quality Using Computational Intelligence Techniques
Abstract
1 Introduction
2 Related Studies
3 Data and Study Area
3.1 United States Geological Survey (USGS)
3.2 Cauca River Modeling Project Phase II (PMC II)
4 Water Quality Adaptive Prediction
4.1 Parameters Setting Component
4.2 Predictive Component
4.3 Adaptive Component
5 Experimental Results
5.1 Regressor Selection for Predictive Component
5.2 Algorithm Selection for Adaptive Component
6 Conclusions and Future Work
Acknowledgements
References
A Tool for Classification of Cacao Production in Colombia Based on Multiple Classifier Systems
Abstract
1 Introduction
2 Data and Study Area
3 Data Preprocessing
4 Model Selection
5 Model Deployment
6 Conclusions and Future Work
Acknowledgements
References
Decision Support System for Coffee Rust Control Based on Expert Knowledge and Value-Added Services
Abstract
1 Introduction
2 Decision Support System for Coffee Rust Control: DSS-CRC
2.1 Fungicide Type
2.2 Moment of Fungicide Application
2.3 Fungicide Application Technology
2.4 Knowledge Base Definition
3 DSS-EWS Integration
4 Evaluation
4.1 Decision Quality
4.2 Decision Process Efficiency
4.3 Decision Maker's Satisfaction
5 Conclusions
Acknowledgements
References
Impact of Temporal Features of Cattle Exchanges on the Size and Speed of Epidemic Outbreaks
1 Introduction
2 Dataset
3 Data Modeling
4 Infection Modeling
5 Size of Cascades
6 Speed of Cascades
7 Conclusion
References
Creating Territorial Intelligence Through a Digital Knowledge Ecosystem: A Way to Actualize Farmer Empowerment
Abstract
1 Introduction
2 A Mobile-Based Information System for Farmers Empowerment
3 A TI-Based Shift from Farmers Empowerment to Citizen Empowerment
4 The Digital Knowledge Ecosystem for Spatially-Enabled Farmer Communities
4.1 Architectural Principles of the Digital Knowledge Ecosystem
4.2 Engaging Mobile Users
5 Conclusion
References
Workshop on Advanced Methods in Data Mining for Applications (AMDMA 2017)
The Classification of Turkish Economic Growth by Artificial Neural Network Algorithms
1 Introduction
2 Materials and Methods
2.1 Materials
2.2 Methods
3 Results and Discussion
4 Conclusion
References
Standardized Precipitation Index Analyses with Wavelet Techniques at Watershed Basin
Abstract
1 Introduction
2 Materials and Methods
2.1 Study Area and Data
2.2 Standardized Precipitation Index
2.3 Wavelet Analyses
3 Analyses
3.1 Time Series Analyses of SPI
3.2 Wavelet Analyses
4 Results and Conclusion
Akcknowledgements
References
Comparison of Deep Learning and Support Vector Machine Learning for Subgroups of Multiple Sclerosis
1 Introduction
2 Material and Method
2.1 Materials
3 Method
4 Results and Discussion
5 Conclusion
References
Workshop on Advanced Smart Mobility and Transportation (ASMAT 2017)
Preliminary Investigation on a Numerical Approach for the Evaluation of Road Macrotexture
Abstract
1 Introduction
2 Objective
3 Laboratory Test: Gyratory Compactor Technique and Experimental Campaign
4 Numerical Modeling
4.1 The DEM Simulation of the Gyratory Compactor
5 Analysis of Results
5.1 Repeatability Analysis
5.2 Wall Effect Analysis
5.3 Time History Analysis
5.4 Real Specimens and DEM Comparison
6 Conclusions and Recommendations
Acknowledgements
References
Novelty Detection for Location Prediction Problems Using Boosting Trees
Abstract
1 Introduction
2 Related Work
3 Proposed System
3.1 Preprocessing
3.2 Features Extraction
3.3 Classification Models
4 Experimental Results
4.1 Datasets
4.2 Experiments
4.3 Results
5 Conclusion
References
Estimation of an Urban OD Matrix Using Different Information Sources
Abstract
1 Introduction
2 The Empirical Data
3 State of the Art of OD Estimations
3.1 Categories of Sensors
3.2 Multiple Data Source
4 The Methodological Framework
5 Some Preliminary Results
6 Discussion and Conclusions
References
Workshop on Advances in Information Systems and Technologies for Emergency Preparedness, Risk Assessment and Mitigation (ASTER 2017)
Flood Hazard Assessment of the Fortore River Downstream the Occhito Dam, in Southern Italy
Abstract
1 Introduction
2 The Case Study Description
3 Evaluation of the Hydrological Discharges
4 Results
5 Conclusions
Acknowledgments
References
Hierarchical Spatial Distribution of Seismic Risk of Italian RC Buildings Stock
Abstract
1 Introduction
2 Elements for Italian Existing RC Buildings Seismic Risk Map
2.1 Italian Seismic Hazard
2.2 Building Types
2.3 Seismic Risk Index
3 A Novel Italian RC Buildings Seismic Risk GIS Map
4 Discussion and Conclusion
References
Resilience Modification and Dynamic Risk Assessment in Hybrid Systems: Study Cases in Underground Settlements of Murgia Edge (Apulia, Southern Italy)
Abstract
1 Introduction
2 Hybrid Systems
3 Apulian Underground Settlements
3.1 Instability and Hazard Factors
3.2 Risk Factors
3.3 Resilience and Emerging Signals
4 Methodologies and Study Cases
5 Conclusions
References
Preventive Approach to Reduce Risk Caused by Failure of a Rainwater Drainage System: The Case Study of Corato (Southern Italy)
Abstract
1 Introduction
2 The Case Study
3 Data and Method
3.1 Key Variables and Data Collected
3.2 Layer Integration and Risk Mapping
4 Results
5 Conclusions
References
Earthquake's Rubble Heaps Volume Evaluation: Expeditious Approach Through Earth Observation and Geomatics Techniques
Abstract
1 Introduction
1.1 Earthquake Events
2 Study Area
2.1 Geology
3 Data and Methods
3.1 Dataset
3.2 Methodology
4 Results
5 Discussion and Conclusions
Acknowledgments
References
A Geospatial Decision Support Tool for Seismic Risk Management: Florence (Italy) Case Study
Abstract
1 Introduction
2 A Short Overview on the Steps
3 Case Study Description
3.1 Historical Seismicity and Selection of the Earthquake Event for the Scenarios
3.2 Available Data
4 Method
4.1 Deterministic Seismic Hazard and Site Effects Analysis
4.2 Building Vulnerability and Damage Assessment
4.3 Expected Consequences on Population and Buildings
5 Results and Discussion: Scenarios for Selected Earthquakes
6 Conclusion
Acknowledgement and Disclaimer
References
Enhancing Creativity in Risk Assessment of Complex Sociotechnical Systems
1 Introduction
2 Related Work
3 The Water Systems Case Study
3.1 Vulnerability Assessment Support System Experiment
3.2 VUM Ontology
4 CREAM-Based Risk Models Generation
4.1 Risk Models Generation Process
4.2 Risk Mini-Models Examples
5 Conclusions
References
Spatial Analysis and Ranking for Retrofitting of the School Network in Lima, Peru
Abstract
1 Introduction
2 The Case Study
2.1 Description of the Lima Metropolitan Area
2.2 Seismic Risk of Public Schools in the City
3 Retrofitting Prioritization Ranking
3.1 Methodology
3.2 Results
4 Conclusion
Acknowledgments
References
Workshop on Bio-inspired Computing and Applications (BIONCA 2017)
Crowd Anomaly Detection Based on Optical Flow, Artificial Bacteria Colony and Kohonen's Neural Network
1 Introduction
2 Related Works
3 Architecture of the System
4 Proposed Algorithm
4.1 Optical Flow
4.2 Artificial Bacteria Colony
4.3 Kohonen's Neural Network
5 Experiments and Results
6 Conclusion
References
Workshop on Computational and Applied Mathematics (CAM 2017)
An Uncoupling Strategy in the Newmark Method for Dynamic Problems
1 Introduction
2 Model Equations
3 Uncoupled Newmark Method
4 Convergence Issue
5 Numerical Simulations
6 Conclusions
References
Continuous Extensions for Structural Runge--Kutta Methods
1 Introduction
2 Structural Methods
2.1 Cross-Dependent Systems
2.2 Two-Groups Systems
2.3 General Group
3 Continuous Structural Methods
3.1 Third Order Methods
3.2 Fourth Order Methods
4 Computational Results
4.1 Declared Orders Confirmation
4.2 Computational Cost and Global Order
5 Conclusion
References
Polynomials over Quaternions and Coquaternions: A Unified Approach
1 Introduction
2 The Algebras of Quaternions and Coquaternions
3 One-Sided Polynomials
4 Examples
References
Mathematica Tools for Quaternionic Polynomials
1 Introduction
2 The Ring of Quaternionic Polynomials
3 Zeros and Factor-Terms in H[x]
4 QPolynomial
References
Shifted Generalized Pascal Matrices in the Context of Clifford Algebra-Valued Polynomial Sequences
1 Introduction
2 Basic Notions
3 Matrix Approach to Orthogonal Hypercomplex Appell Sequences
4 Block Matrix Representation of a Global Recursive Construction Scheme
5 Conclusions
References
A Trade-off Analysis of the Parallel Hybrid SPIKE Preconditioner in a Unique Multi-core Computer
1 Introduction
2 SPIKE Preconditioner
3 Combinatorial Strategies
4 Numerical Experiments
4.1 The Combinatorial Strategies
4.2 Coupling Block Size (k)
4.3 Number of MPI Ranks and OpenMP Threads
5 Conclusions
A Available source codes
References
Workshop on Computer Aided Modeling, Simulation, and Analysis (CAMSA 2017)
Solution of the Inverse Bioheat Transfer Problem for the Detection of Tumors by Genetic Algorithms
1 Introduction
2 Problem Statement
3 Inverse Problem Solution
3.1 Genetic Algorithm
3.2 Finite Element Analysis and Mesh Adaptivity
4 Numerical Results and Discussion
5 Conclusions and Future Works
References
Workshop on Computational Geometry and Security Applications (CGSA 2017)
Nearest Neighbour Graph and Locally Minimal Triangulation
1 Introduction
2 Preliminaries for Static Data
3 Preliminaries for Kinetic Data
4 Relation of NNG and LMT
5 Experiments and Results
5.1 Similarity Between DT and LMT
5.2 NNG Edges Inclusion in LMT
6 Conclusion
References
A Clustering Approach to Path Planning for Groups
1 Introduction
2 Related Work
2.1 Path Planning
2.2 Creating Groups
3 Proposed Solution
3.1 Summarized Group Approach
3.2 Clustering Approach
4 Experiments and Results
4.1 Computational Time
4.2 Path Correctness
5 Conclusion
References
The Refutation of Amdahl's Law and Its Variants
1 Introduction
2 Amdahl's Law
3 Followers
4 Related Work
5 Refutation
6 Fast Algorithms and Limits to Parallel Computation
7 Discussion
8 Conclusions
References
A Distance Matrix Completion Approach to 1-Round Algorithms for Point Placement in the Plane
1 Introduction
2 Preliminaries
3 Point Placement on a Line: A Quick Review
4 Overview of Our Results
5 Point Placement in the Plane
5.1 Computing a Simplicial Ordering, , of G
5.2 Computing a Chordal Graph Sequence
5.3 Computing a Maximal Clique Containing a Given Edge
5.4 Distance Matrix Completion of a Clique
5.5 Experimental Results
6 Computational Complexity
7 Conclusion
A Appendix
References
Computing the Triangle Maximizing the Length of Its Smallest Side Inside a Convex Polygon
1 Introduction
1.1 Related Work
1.2 Our Result
1.3 Notations and Terminologies
2 Problem Formulation and Properties
2.1 Properties of Equilateral Triangles Inside a Convex Polygon P
2.2 Properties of Isosceles Triangles Inside a Convex Polygon P
3 Algorithm
4 Conclusion and Future Work
References
Workshop on Central Italy 2016 Earthquake: Computational Tools and Data Analysis for the Emergency Response, the Community Support and the Reconstruction Planning (CIEQ 17)
Collecting and Managing Building Data to Perform Seismic Risk Assessment - Palestine Case Study
Abstract
1 Introduction
2 Data Collection
2.1 Building Form - Citizens
2.2 Building Form - Practitioners
2.3 Apps for Compiling the e-Forms Through Smart Phones and Tablets
3 Estimation of Seismic Risk
3.1 Hazard
3.2 Fragility
3.3 Risk
4 Conclusion
Acknowledgements
References
Workshop on Computational and Applied Statistics (CAS 2017)
Receiver Operating Characteristic (ROC) Packages Comparison in R
1 Introduction
2 State of the Art
3 Materials and Methods
3.1 PROC Package
3.2 ROCR Package
3.3 Verification Package
3.4 Comp2ROC Package
3.5 caTools Package
3.6 Bioconductor ROC Library
3.7 Epi Package
3.8 Dataset Characterization
4 Results
5 Discussion
6 Final Remarks
References
A Neural Network Model for Team Viability
1 Introduction
2 Materials and Methods
2.1 Sample
2.2 Measures
2.3 Radial Basis Functions Models
2.4 RBF Neural Networks
3 Results
4 Discussion and Conclusions
References
Arrow Plot for Selecting Genes in a Microarray Experiment: An Explorative Study
1 Introduction
2 Materials and Methods
2.1 Methods for the Selection of Differentially Expressed Genes
2.2 Data Set
3 Results and Discussion
4 Conclusions
References
Applying Spatial Copula Additive Regression to Breast Cancer Screening Data
1 Introduction
2 Breast Cancer Screening Data
3 Bivariate Copula Regression Models (CGAMLSS)
3.1 Inference in the CGAMLSS Models
3.2 Model Building
4 Results
5 Discussion
References
A Simple Graphical Way of Evaluating Coverage and Directional Non-coverages
1 Introduction
2 Classic and Adjusted Wald CIs for Linear Combinations of Proportions
3 Coverage and Directional Non-coverages
4 Graphical Representation
5 Examples
6 Conclusions
References
Household Packaging Waste Management
Abstract
1 Introduction
2 The Problem
3 Literature Review
4 Forecasting Models
5 Seasonal Adjustments
6 Discussion and Conclusions
Acknowledgments
References
Assessing the Predictive Performance of Survival Models with Longitudinal Data
1 Introduction
2 CRT Study
3 Statistical Models
3.1 The Two-Stage Approach
3.2 The Joint Modelling Approach
4 Model Comparisons
4.1 Predictive Accuracy of the Two-Stage Modelling
4.2 Dynamic Predictions and Predictive Accuracy of Joint Models
5 Results
6 Discussion
7 Software
References
Workshop on Computational Methods for Business Analytics (CMBA 2017)
Sub-hour Unit Commitment MILP Model with Benchmark Problem Instances
1 Integrating Renewable Energy Sources (RESs)
2 The Unit Commitment Problem
3 Unit Commitment (Sub-hour) MILP Model
3.1 Slow and Sub-hour Ramping
3.2 Start Up and Shut Down
4 Methodology
5 Results and Analysis
6 Conclusion
References
A Hybrid Evolutionary Approach for Solving the Traveling Thief Problem
1 Introduction
1.1 Literature Review
1.2 Our Contributions
2 Packing While Traveling Problem
2.1 Notation and Basic Definitions
2.2 Mathematical Description of the Problem
2.3 An Example
3 An Evolutionary Algorithm for Solving the TTP
4 Numerical Experiments
4.1 Experimental Settings
4.2 Numerical Results
5 Conclusion
References
A Feasibility Pump and a Local Branching Heuristics for the Weight-Constrained Minimum Spanning Tree Problem
1 Introduction
2 The Weighted-Constrained Minimum Spanning Tree Problem
3 The Feasibility Pump Heuristic for the WMST Problem
4 The Local Branching for the WMST Problem
5 Computational Experience
5.1 Instances Generation Description
5.2 Computational Tests for the FP and IFP Heuristics
5.3 Computational Tests for the LB Heuristic
5.4 Results Description and Analysis
6 Conclusions
References
A Decomposition Algorithm for Robust Lot Sizing Problem with Remanufacturing Option
1 Introduction
2 Problem Definition
2.1 Classical Deterministic Model
2.2 Uncertainty
3 Decomposition Approach
4 Experiments
4.1 Data Generation
4.2 Preliminary Results
5 Conclusions
References
Dual-RAMP for the Capacitated Single Allocation Hub Location Problem
Abstract
1 Introduction
2 Related Work
3 RAMP Algorithm for the CSAHLP
3.1 Dual Phase
3.2 Primal Phase
4 Computational Results
5 Conclusions
References
Variable Neighborhood Search for Integrated Planning and Scheduling
1 Introduction
2 Planning and Scheduling Problem
3 Local Search
3.1 Initial Solutions
3.2 Neighborhood Solutions
4 Variable Neighborhood Search (VNS)
5 Computational Experiments
5.1 Description of the Instances
5.2 Computational Results and Critical Analysis
6 Conclusions
References
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Computational Science and Its Applications - ICCSA 2017

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