Computational Science and Its Applications - ICCSA 2024 Workshops

Name: Computational Science and Its Applications - ICCSA 2024 Workshops | Hanoi, Vietnam, July 1-4, 2024, Proceedings, Part II
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Hanoi, Vietnam, July 1-4, 2024, Proceedings, Part II

Osvaldo Gervasi Beniamino Murgante Chiara Garau David Taniar Ana Maria A. C. Rocha Maria Noelia Faginas Lago(Editor)

Springer (Publisher)

Published on 30. July 2024

LXV, 416 pages

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978-3-031-65223-3 (ISBN)

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Content

Intro
Preface
Welcome Message from Organizers
Organization
Plenary Lectures
Harnessing Artificial Intelligence for Enhanced Spatial Analysis of Natural Hazard Assessments
Software Engineering Research in a New Situation
Interpretability and Privacy Preservation in Large Language Models (LLMs)
Contents - Part II
Advances in Information Systems and Technologies for Emergency Management, Risk Assessment and Mitigation Based on the Resilience Concepts (ASTER 2024)
Community Resilience Analysis for the Formulation of a Seismic Mitigation Strategy at Inter-municipal Level
1 Introduction
2 Case Study Analysis
3 Resilience Prioritization
4 Conclusions
References
Advances in Web Based Learning (AWBL 2024)
Exploring the Navigation Patterns of Learners on an Educational Recommender System
1 Introduction
2 Related Work
3 The Educational Recommender System and Learning Materials Used for Data Collection
3.1 The Semantic Web-Based Educational Recommender System
3.2 Learning Materials of Digital Computer Design Course
4 Statistical Findings of the Educational Recommender System Usage by Learners
5 Discussion and Conclusion
References
Improving Efficiency of Natural-Language Text Generation for Automatic Pedagogical Questions
1 Introduction
2 Related Works
3 Method
3.1 Existing Approach and its Flaws
3.2 Improvements
4 Results
5 Discussion
6 Conclusion
References
Cyber Intelligence and Applications (CIA 2024)
An Android Malware Multi-class Classification Explained Through Genetic Programming
1 Introduction
2 Related Works
3 Background
3.1 API-Images
3.2 Symbolic Regression in Genetic Programming
4 The Employed GP-Based Classifier
5 Experimental Results
5.1 Dataset and Pre-processing
5.2 Evaluation Metrics
5.3 Preliminary Results
5.4 GP-Based Classifier and Results
5.5 Formula Extraction and Explainability
6 Conclusions and Future Work
References
TinyIDS - An IoT Intrusion Detection System by Tiny Machine Learning
1 Introduction
2 Background and Related Work
2.1 TON_IoT Dataset
2.2 Related Work
3 Dataset Processing
4 Model Implementation
5 Measurements and Results
6 Conclusion
References
A General Study on the Malware Propagation Models in Wireless Sensor Networks
1 Introduction
2 Description of WSNs
3 Malware Classification
4 Global Models for Malware Propagation in WSN
4.1 SI Model
4.2 SIR Model
4.3 SIRD Model
4.4 SEIRD Model
4.5 SEIVR Model
5 Selected Example of One of the Models
6 Conclusion
References
Comparative Analysis of AI-Based Methods for Enhancing Cybersecurity Monitoring Systems
1 Introduction
2 Related Work
3 Innovative Methods for Improving SIEM
3.1 Security Information and Event Management
3.2 Correlation Index Analysis
3.3 Association Rule Mining
3.4 Explainable Artificial Intelligence
4 Proposed Approach for SIEM Rules Definition
4.1 Rules Derived Through Correlation Index Analysis
4.2 Rules Derived Through Association Rule Mining
4.3 Rules Derived Through Explainable Artificial Intelligence
5 Experimental Setup and Results
5.1 Datasets
5.2 Parameter Settings
5.3 Results
6 Discussion
7 Conclusion
References
A Predictive Model for Phishing Attacks on Mobile Intelligent Agent Systems
1 Introduction
2 Related Works
3 Methodology
4 Results and Discussion
4.1 Experimental Hardware and Software Tools
4.2 Experimental Dataset
4.3 PPM Performance Indicators
4.4 Experimental Results
4.5 Evaluation of PPM
5 Conclusion
References
Computational Methods, Statistics and Industrial Mathematics (CMSIM 2024)
Metabolic Cost of Load Carriage in a Special Forces Team - A Non-parametric Approach
1 Introduction
2 Objectives and Methods
2.1 Soldiers' Conditions Characterization: Unloaded and Fully Loaded for Combat
2.2 Experimental Protocol
2.3 Gas Analysis - Oxygen Consumption
2.4 Blood Analysis
2.5 Statistical Methodology
3 Results Analysis and Discussion
3.1 Peak Oxygen Uptake
3.2 Heart Rate During Treadmill Exercise
3.3 Blood Lactate (mmol/l)
4 Conclusions and Final Remarks
References
Performance Evaluation of Information Systems in Portuguese Municipalities
1 Introduction
2 Literature Review and Research Framework
2.1 Portuguese Municipalities
2.2 Performance Assessment of Information Systems
2.3 DeLone and Mclean Model and Public Administration
2.4 Research Framework Hypotheses
3 Research Methodology
3.1 Participants and Data Collection
3.2 Local Public Administration Employees Personal Information/Demographic Data
3.3 Survey Instrument and Structure
3.4 Pilot Study for the Questionnaire
3.5 SPSS and SmartPLS
3.6 Adjustment Quality for the PLS-SEM Model
3.7 Model Adjustment
4 Results
4.1 Specific Indirect Effects
4.2 Results of Formulated Hypotheses
5 Results Discussion
6 Limitations
7 Conclusions
References
.28em plus .1em minus .1emPortuguese Service Electricity Continuity Indicators: Municipality Code and Quality Service Zones Evaluation - 2014 to 2022
1 Introduction
2 Methodology
2.1 ANOVA Two-Way
3 Data and Data Analysis
3.1 Descriptive Measures
3.2 Model Analysis
3.3 Some Remarks
4 Conclusion
References
Spatial and Multivariate Statistics in Assessing Water Quality in the North Sea
1 Background and Motivation
2 Material and Methods
2.1 Study Area and Data Sources
2.2 Pre-processing: Data Validation and Imputation
2.3 Exploratory Spatial Data Analysis
2.4 Spatial Autocorrelation: Moran's I
2.5 Principal Components Analysis (PCA)
3 Results
3.1 ESDA
3.2 PCA: By Region and Globally
3.3 Global and Local Moran's I-statistic
4 Comments and Concluding Remarks
References
Enhancement of Database Access Performance by Improving Data Consistency in a Non-relational Database System (NoSQL)
1 Introduction
2 Methods
2.1 Tools Employed
3 Results
3.1 Workload A (Update Heavy Workload)
3.2 M Workload B (Read Mostly Workload)
3.3 Workload F (Read, Modify, Write Workload)
4 Discussion
5 Conclusion
References
Algorithm of Determining Errors of Gimballed Inertial Navigation System
1 Introduction
2 Features of Inertial Navigation System with Two-Axis Gimballed Platform
3 Algorithm of Determining Errors
4 Modelling Results
5 Conclusions
6 Discussion
References
Crossover Design on the Bioequivalence of Pharmaceuticals - A Case of Study
1 Introduction
2 Preliminaries
3 Theoretical Model
4 Analysis of Variance
5 Descriptive Data Analysis and Validation Tests
6 Empirical Application - Analysis of Variance
7 Final Remarks
References
Mathematical and Statistical Frameworks Fostering Advances in AI Systems and Computing
1 Introduction
2 Exploring Connections of Mathematical and Statistical Frameworks with AI Systems and Computing
3 Hadamard Matrices: Connecting Past to Future in AI Applications
4 AI in the Quantum Paradigm: Risks, Questions and Queries
5 Conclusions
References
Information Management's Influence on Telework Efficiency and Leadership: Perspectives from a Study in Portugal
1 Introduction
2 Literature Review
2.1 Telework and Its Implications for Organizational Effectiveness
2.2 Information Management in Telework Environments
2.3 Leadership Roles and Strategies in Facilitating Telework Effectiveness
2.4 The Portuguese Context of Telework Adoption and Its Challenges
2.5 Barriers to Telework Adoption
2.6 Research Question
3 Methodology
3.1 Data Collection
3.2 Sampling Strategy and Participant Demographics
3.3 Data Analysis Techniques
4 Findings
4.1 Impact of Information Management Practices on Telework Effectiveness
4.2 Leadership Strategies Conducive to Successful Telework Arrangements
4.3 Challenges and Opportunities Specific to the Portuguese Context
5 Discussion
5.1 The Interplay Between Information Management, Telework Effectiveness, and Leadership
5.2 Implications for Organizational Policy and Practice
5.3 Recommendations for Fostering Effective Telework Environments in Portugal
6 Conclusion
6.1 Summary of Key Findings
6.2 Limitations and Avenues for Future Research
6.3 Closing Remarks on the Significance of Information Management and Leadership in Enhancing Telework Effectiveness
References
The Fish Biology and Firms' Internationalisation: The Process Explained Through a Metaphor
1 Introdution
2 Theoretical Foundation and Hypotheses
2.1 International Development
2.2 Stimuli for International Development
2.3 Barriers to International Development
3 Research Methodology
3.1 Research Strategy
4 Quantitative Research
4.1 Results of Study 1
4.2 Results of Study 2
5 Discussion, Findings and Conceptualisation
6 Typology and Contextualisation
7 Implications, Future Research and Conclusion
7.1 From Theoretical Implications to Executive Implementation
7.2 Conclusions, Limitations and Avenues for Further Research
References
A New Probability Distribution: Theory, Simulation and Real Application
1 Introduction
2 A New Model
3 Essential Statistical Properties
3.1 Reliability Measures
3.2 Linear Form
3.3 Moments and Moment Generating Function
3.4 Quantile Function
3.5 Entropy
4 Estimation and Empirical Illustration
5 Real Application
6 Conclusion
References
Computational Optimization and Applications (COA 2024)
Digitalization of Restrictions for Assigning Workstations
1 Introduction
2 Project Context and Diagnostic
3 Improvement Proposals
3.1 Requirements
3.2 Skillinx
3.3 Worker Assignment Module
4 Main Results and Discussions
5 Conclusions and Future Work
References
A Firefighting Resource Dispatch Problem Optimization Using Metaheuristics
1 Introduction
2 Problem Description
3 Metaheuristics
3.1 Solution Representation by Permutation
3.2 Genetic Algorithm
3.3 Differential Evolution
4 Computational Experiments
4.1 Details
4.2 Results
5 Conclusions
References
Robust Optimization for IMPT: Introducing and Comparing Different Automated Approaches
1 Introduction
2 Sources of Uncertainty in IMPT
3 Material and Methods
3.1 Prostate Clinical Cases
3.2 Automated Treatment Planning Optimization
3.3 Robust IMPT Treatment Planning Optimization
3.4 IMPT Treatment Plan Quality Assessment
3.5 Computational Experiments Setting
4 Results
5 Discussion
6 Conclusion
References
Enhancing Medical Imaging Through Data Augmentation: A Review
1 Introduction
2 Materials and Methods
3 Quantitative Analysis of the Entries
4 Discussion
4.1 Articles Focusing on General Algorithms
4.2 Articles Focusing on Specific Organs
5 Conclusion
References
Unveiling Key Parameters: Time Windows and Travel Times in Capacitated Waste Collection
1 Introduction
2 Literature Review
3 Methodology
3.1 Mathematical Formulation of the CWCPTW
3.2 Waste Generation Model
4 Results and Discussion
4.1 Numerical Results
5 Conclusions and Future Work
References
Multi-objective Scheduling Optimization in Job Shop with Unrelated Parallel Machines Using NSGA-III
1 Introduction
2 Multi-objective Job Shop Scheduling
2.1 Problem Description
2.2 Multi-objective Approach
3 Experimental Results
3.1 NSGA-III Implementation Details
3.2 Overall Analysis
3.3 Analysis of the Results of an Instance
4 Conclusions and Future Work
References
A Simulation-Based Optimization Approach to the Firefighting Resource Scheduling Problem
1 Introduction
2 Simulation-Based Optimization Approach
2.1 Optimization Technique
2.2 Simulation Tool
2.3 Simulation-Based Optimization Framework
3 Problem Description
4 Simulation Model
4.1 Model Verification and Validation
4.2 Adding Uncertainty
5 Discussion of Results
6 Conclusions and Future Work
References
On Polytopal Branch and Bound with Monotonicity
1 Introduction
2 Mathematical Notation
3 Mathematical Properties on Monotonicity
3.1 Mathematical Properties on Monotonicity
3.2 Finding Negative Directional Derivatives
4 Lower Bounds in a Polytopal Subset and the Algorithm
5 Ideas for Refining Subsets
5.1 Radial Refinement
5.2 Component Wise Refinement
5.3 Vertex Wise Bisection Reducing Number of Vertices
5.4 Bisecting Coordinates Along One Vertex
6 Conclusions
References
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Computational Science and Its Applications - ICCSA 2024 Workshops

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