Intro
Preface
Contents
Contributors
Abbreviations
Artificial Intelligence for Personalized Care, Wellness, and Longevity Research
1 Introduction
2 The Role of AI and Data Science in Ageing and Longevity Research
3 Advances in AI Technologies and Data Analytics in Healthcare
References
Towards Trust of Explainable AI in Thyroid Nodule Diagnosis
1 Introduction
1.1 Dataset
2 Related Work
2.1 Backpropagation-Based Methods
2.2 CAM-Based Methods
2.3 Perturbation-Based Methods
2.4 Statistic-Based Methods
2.5 XAI in the Medical Diagnosis System

3 Methodology
3.1 Object Detector and XAI Categorization
3.2 XAI Methods for the Localization Task
4 Results
4.1 Qualitative Evaluation
4.2 Quantitative Evaluation
5 Conclusion
References
Federated Learning over Harmonized Data Silos
1 Introduction
2 Background
3 Federated Learning and Integration
3.1 Federated Learning Programming Model
3.2 Data Harmonization and Imputation
4 Discussion
References
Investigation of Drift Detection for Clinical Text Classification
1 Introduction
2 Two-Sample Statistical Hypothesis Testing

2.1 Kernel Maximum Mean Discrepancy
2.2 Kolmogorov-Smirnov Test
3 The Clinical Case Study
3.1 The Drift Monitoring Schema
3.2 Drift Data Setup
3.3 Sub-sampling
4 Analysis
4.1 Analysis with Different Drift Ratios
4.2 Analysis of Time Performance
4.3 Discussion
5 Conclusion and Future Work
References
Neural Bandits for Data Mining: Searching for Dangerous Polypharmacy
1 Introduction
2 Problem Formulation
3 Proposed Approach
3.1 Neural Contextual Bandits
3.2 Generating Relevant Available Action Sets
3.3 OptimNeuralTS
4 Experiments

4.1 Synthetic Data Generation
4.2 Experimental Setup
5 Results
5.1 Impact of Ensemble
5.2 Generalization
6 Related Work
7 Conclusion
References
Dynamic Outcomes-Based Clustering of Disease Trajectory in Mechanically Ventilated Patients
1 Introduction and Related Work
2 Methods
3 Data
4 Prediction Tasks
5 Results
6 Discussion
7 Limitations and Future Work
8 Summary
References
Bayesian-Based Parameter Estimation to Quantify Trust in Medical Devices
1 Introduction
2 Parameter Estimation of Bayesian Network

2.1 Data-Oriented Bayesian Parameter Estimation
2.2 Constructing the Trust Network
3 Experimental Evaluation
3.1 Parameter Estimation
3.2 Results and Discussion
4 Conclusion and Future Work
References
EEG Analysis of Neurodevelopmental Disorders by Integrating Wavelet Transform and Visual Analysis
1 Introduction
2 Previous Work
3 Methods
3.1 Data Description
3.2 Proposed Approach
3.3 Channel-Based Predictive Model Generation
3.4 Visual Analysis
4 Results
5 Conclusions and Future Works
References