Linked e-resources
Details
Table of Contents
Intro
Preface
Organization
Contents
Human Behaviour and Pandemic
Predicting the Coronavirus Spread Based on Countries' Long-Term Socio-Economic Indicators
1 Introduction
2 Related Work
3 Methodology
3.1 Information Regarding COVID-19
3.2 Country Statistics
3.3 Preparing the Dataset
3.4 Predicting the Parameters of the COVID-19 Curve
4 Results
4.1 Classification
5 Discussion
5.1 Issues with Data Fitting
6 Conclusion
References
Statistical Predictive Analysis of Tobacco Consumption Among Different Age Groups Using Online Survey
1 Introduction
2 Data Collection and Analysis
3 Probability Statistics
4 Hypothesis Testing
5 Conclusion
References
The Influence of Stringency Measures and Socio-Economic Data on COVID-19 Outcomes
1 Introduction
2 Background
2.1 Related Work
2.2 Regression Algorithms
3 Dataset
4 Methods
5 Results
6 Discussion
7 Conclusions
Appendix
References
Applications in Medicine
3D Vessel Segmentation in CT for Augmented and Virtual Reality
1 Introduction
2 Materials and Methods
3 Results
4 Discussion and Conclusions
References
A Model of Pupillometric Signals for Studying Inherited Retinal Diseases in Childhood Population
1 Introduction
2 Materials and Methods
2.1 Dataset
2.2 Model for the Signal
2.3 Parameter Estimation, Fitting and Optimization
3 Results
4 Discussion and Conclusions
References
The Use of Data Science for Decision Making in Medicine: The Microbial Community of the Gut and Autism Spectrum Disorders
1 Introduction
2 Background
2.1 Related Work
3 Methodology
3.1 Dataset
3.2 Obtaining Bacterial Abundances
3.3 Random Forest Classifier
3.4 Differences in Gut Microbiome Structure Between Children with ASD and Neurotypical Children as Inferred by Statistical Analysis of Datasets
3.5 Results
4 Discussion
5 Conclusions
References
Industrial Applications
Deep Ensemble Approach for RUL Estimation of Aircraft Engines
1 Introduction
1.1 State of the Art and Related Works
1.2 Our Approach
2 Proposed Approach
2.1 Data Preprocessing
2.2 Convolutional Neural Network Model
2.3 Long Short Term Memory Model
2.4 RUL Fusion
3 Experimental Data
4 Results and Discussion
5 Conclusion
References
Designing an Indoor Real-Time Location System for Healthcare Facilities
1 Introduction
2 Methods
3 Results
3.1 Off-Site Navigation
3.2 On-Site Navigation
4 Conclusions
References
Sequential Pattern Mining Method for Predictive Maintenance of Large Mining Trucks
1 Introduction
2 Experiments
2.1 Dataset Details
2.2 Methodology.
3 Experimental Results
3.1 Pattern Results for Failure Code 1104
3.2 Pattern Results for Failure Code 1140
3.3 Pattern Results for Failure Code 1143
4 Conclusion and Future Work
References
Natural Language Processing
Preface
Organization
Contents
Human Behaviour and Pandemic
Predicting the Coronavirus Spread Based on Countries' Long-Term Socio-Economic Indicators
1 Introduction
2 Related Work
3 Methodology
3.1 Information Regarding COVID-19
3.2 Country Statistics
3.3 Preparing the Dataset
3.4 Predicting the Parameters of the COVID-19 Curve
4 Results
4.1 Classification
5 Discussion
5.1 Issues with Data Fitting
6 Conclusion
References
Statistical Predictive Analysis of Tobacco Consumption Among Different Age Groups Using Online Survey
1 Introduction
2 Data Collection and Analysis
3 Probability Statistics
4 Hypothesis Testing
5 Conclusion
References
The Influence of Stringency Measures and Socio-Economic Data on COVID-19 Outcomes
1 Introduction
2 Background
2.1 Related Work
2.2 Regression Algorithms
3 Dataset
4 Methods
5 Results
6 Discussion
7 Conclusions
Appendix
References
Applications in Medicine
3D Vessel Segmentation in CT for Augmented and Virtual Reality
1 Introduction
2 Materials and Methods
3 Results
4 Discussion and Conclusions
References
A Model of Pupillometric Signals for Studying Inherited Retinal Diseases in Childhood Population
1 Introduction
2 Materials and Methods
2.1 Dataset
2.2 Model for the Signal
2.3 Parameter Estimation, Fitting and Optimization
3 Results
4 Discussion and Conclusions
References
The Use of Data Science for Decision Making in Medicine: The Microbial Community of the Gut and Autism Spectrum Disorders
1 Introduction
2 Background
2.1 Related Work
3 Methodology
3.1 Dataset
3.2 Obtaining Bacterial Abundances
3.3 Random Forest Classifier
3.4 Differences in Gut Microbiome Structure Between Children with ASD and Neurotypical Children as Inferred by Statistical Analysis of Datasets
3.5 Results
4 Discussion
5 Conclusions
References
Industrial Applications
Deep Ensemble Approach for RUL Estimation of Aircraft Engines
1 Introduction
1.1 State of the Art and Related Works
1.2 Our Approach
2 Proposed Approach
2.1 Data Preprocessing
2.2 Convolutional Neural Network Model
2.3 Long Short Term Memory Model
2.4 RUL Fusion
3 Experimental Data
4 Results and Discussion
5 Conclusion
References
Designing an Indoor Real-Time Location System for Healthcare Facilities
1 Introduction
2 Methods
3 Results
3.1 Off-Site Navigation
3.2 On-Site Navigation
4 Conclusions
References
Sequential Pattern Mining Method for Predictive Maintenance of Large Mining Trucks
1 Introduction
2 Experiments
2.1 Dataset Details
2.2 Methodology.
3 Experimental Results
3.1 Pattern Results for Failure Code 1104
3.2 Pattern Results for Failure Code 1140
3.3 Pattern Results for Failure Code 1143
4 Conclusion and Future Work
References
Natural Language Processing