دانلود کتاب Doctoral Symposium on Information and Communication Technologies: Second Doctoral Symposium, DSICT 2022, Manta, Ecuador, October 12–14, 2022, Proceedings

فهرست مطالب :

Preface
Organization
Contents
Evaluating University Students’ Information Literacy: An Approach from Task-Based Test Execution
1 Introduction
2 Methodology/Approach
3 Results
3.1 What is the Degree of Competence Students Have When Managing Information?
3.2 What is the Degree of Competence Students Have When Searching for and Locating Information?
3.3 Do Students Have the Skills Necessary to Evaluate or Distinguish One Source of Academic Information from Another?
3.4 What is the Degree of Competence Students Possess in Order to Manage a Significant Amount of Information?
3.5 What is the Degree of Competence Students Have in Order to Share the Knowledge They Produce, in an Appropriate Way?
4 Discussion and Conclusions
References
Teaching Digital Competence in Higher Education. A Comprehensive Scientific Mapping Analysis with Rstudio
1 Introduction
2 Method
3 Results
3.1 Scientific Production per Year
3.2 Related Scientific Production by Author, Affiliation, and Country
3.3 Data Sources
3.4 Authors
3.5 Collaboration Networks
3.6 Affiliation of Institutions
4 Discussion
5 Conclusions
References
Decision Making by Applying Z-Numbers
1 Introduction
2 Background Information
2.1 Essential Definitions
2.2 Z-Numbers
2.3 Decision-Making
3 Methodology
3.1 Build the Fuzzy Decision-Making Matrix
3.2 Convert Linguistic Value into Numerical Value
3.3 Normalize the Fuzzy Decision-Making Matrix
3.4 Convert the Z-Numbers to Crisp Number
3.5 The Weight of Alternatives
4 Illustrative Example
5 Discussion and Conclusions
References
Comparative Analysis of the Performance of Machine Learning Techniques Applied to Real and Synthetic Fraud-Oriented Datasets
1 Introduction
2 Related Work
3 Methodology
3.1 Dataset Selection
3.2 Generating Synthetic Data
3.3 Topic Modeling and Classification Methods Used in Real and Synthetic Datasets
4 Results
5 Conclusions
References
Academic Management in Higher Education 4.0 Facing the Challenges of Industry 4.0
1 Introduction
2 Literature Review
2.1 The Arrival of the Fourth Industrial Revolution or Industry 4.0
2.2 Education 4.0
2.3 Higher Education 4.0 and Open Innovation
2.4 Academic Management 4.0 in Higher Education
3 Methodology
4 Results and Discussion
4.1 Component: Competencies
4.2 Component: Learning Methods
4.3 Component: Information and Communication Technologies
4.4 Component: Infrastructure
5 Conclusions
References
Linear Regression Analysis of Heart Rate While Learning the Soccer Technique of Driving. A Case Study
1 Introduction
2 Methods and Materials
2.1 Competitor
2.2 Type of Study
2.3 Procedure
3 Description and Development of the Application
4 Results
4.1 Based on Linear Regression Analysis
4.2 Based on the Heart Rate Data Obtained in the Training Sessions
4.3 Based on the Scenarios Established by Time
5 Discussion
References
Optimization Models Used in Water Allocation Problems in River Basin with Reservoirs: A Systematic Review
1 Introduction
2 Materials and Methods
3 Results and Discussion
3.1 Research Questions
4 Conclusions
References
Factors that Limit the Achievement of Learning in Telemedicine of Health Professionals in Peru
1 Introduction
2 Methodology
2.1 Research Design and Population Under Study
2.2 Variables
2.3 Data Collection Procedure
2.4 Statistical Analysis
2.5 Ethical Considerations
3 Results
4 Discussion
5 Conclusions and Future Steps
5.1 Conclusions
5.2 Future Steps
Appendix
References
Multimodal Deep Learning for Crop Yield Prediction
1 Introduction
1.1 Theoretical Framework
1.2 Literature Review
2 Materials and Methods
2.1 Research Methodology
2.2 Research Question
2.3 Research Objectives 
2.4 Justification
2.5 Experiments
3 Results
4 Discussion
5 Conclusions
References
Augmented Reality for Real-Time Control of a Robotic Arm with IoT Connection
1 Introduction
2 State of the Art
3 Technological Framework
3.1 Hardware Used
3.2 Software Used
4 Implementation of the Proposed Solution
4.1 Hardware Architecture
4.2 Software Architecture
5 Operation of the System
6 Results
7 Conclusions
References
Development of an IoT-Based Precision Agriculture System for Strawberry Plantations in Guamote Ecuador
1 Introduction
2 Information and Communication Technologies Applied to Precision Agriculture
3 Development of Precision Agriculture System for Strawberry Plantations
3.1 Analyzed Parameters for Strawberry Plantations
3.2 PAS Requirements for Strawberry Plantations in Guamote Ecuador
3.3 Architecture of Precision Agriculture System Using IoT
3.4 Precision Agriculture Parameter Measurement IoT Node
3.5 Precision Agriculture Parameters Measurement Algorithm – Field IoT Node
3.6 Management Algorithm for Monitoring and Analysis of PAP - LoRa Gateway Concentrator Node
3.7 Management and Monitoring System
4 Analysis of Experimental Results
4.1 Measurement of Temperature, Humidity and CO2
4.2 Optimization Alternatives for IoT-Based Precision Agricultural System
5 Conclusions
References
Cancer Detection Based on Electrical Properties of Tissues
1 Introduction
2 Materials and Methods
3 Results
4 Discussion and Conclusion
References
Artificial Intelligence Applied to Video Game for Detection of Mild Cognitive Impairment
1 Introduction
1.1 Principal Contributions
1.2 Our Contribution
2 Methodology
2.1 Sampling Description
2.2 Strategies: Neurocity
2.3 Machine Learning Algorithms
3 Numerical Results
4 Conclusions
References
YouTube and Instagram Applied to e-Learning
1 Introduction
2 Literature Review
2.1 Teaching Resources
2.2 Social Media
3 Methodology
4 Findings/Results
4.1 Create Content for YouTube and Instagram
4.2 Motivation for Stream Content in YouTube e Instagram
4.3 Resource Use in the Classroom
4.4 YouTube e Instagram Use for Classes
4.5 Strengths When Using YouTube e Instagram in Classes
5 Discussion
6 Conclusion
References
Identifying the Political Tendency of Social Bots in Twitter Using Sentiment Analysis: A Use Case of the 2021 Ecuadorian General Elections
1 Introduction
2 Related Work
2.1 Sentiment Analysis
2.2 Bots Detection
3 Methodology
3.1 Data Collection
3.2 Data Pre-procesing
3.3 Sentiment Analysis
3.4 Bots Detection
4 Results and Discussion
4.1 Statistical Information
4.2 Word Cloud Analysis
4.3 Sentiment and Polarity Score
4.4 Bots Detection Results
5 Conclusion and Future Work
References
Implementation of a Lightweight CNN for American Sign Language Classification
1 Introduction
2 Related Works
2.1 Classification Techniques for Sign Language Recognition
2.2 Efficient Nets
2.3 Transfer Learning
3 Methodology
3.1 Dataset
3.2 NN Architecture
3.3 Base Model
3.4 System Design
3.5 Hyperparameter Tunning.
4 Results and Discussion
5 Conclusion and Future Works
References
Use and Product Quality of Brain-Computer Interface (BCI) Systems: A Systematic Literature Review
1 Introduction
2 Related Work
3 The Systematic Literature Review
3.1 Planning the Review
3.2 Conducting the Review
3.3 Results of the Systematic Review
4 Conclusions and Future Work
References
Author Index