Contents

Kapitel in diesem Buch

1. Frontmatter I
2. Contents V
3. Early Prediction of Chronic Kidney Disease Using a Novel Hybrid Regularized Adaptive Boosting Algorithm: An Advanced Machine Learning Approach 1
4. DigiCure: A Patient-Centric Framework for Digital Transformation in Healthcare 21
5. Exploring Machine Learning Approaches for Maximizing the Likelihood of Diabetes Classification 41
6. A Hybrid Machine Learning Model for Risk Stratification and Functional Outcome Prediction in Stroke Survivors 61
7. Data-Driven Machine Learning Strategies for Oncological Disease Prediction and Early-Stage Detection 83
8. Machine Learning Applications in Mental Health: Ensemble-Based Predictive Modeling for Depression and Anxiety detection 103
9. Privacy-Preserving Machine Learning in Clinical Research: Using Federated Learning to Protect Patient Data 129
10. EpiCastNet: A Spatiotemporal Hybrid Learning Framework for Real-Time Epidemic Forecasting 149
11. Machine Learning for Early Detection of Chronic Diseases: A Case Study in Diabetes Prediction 171
12. Machine Learning Techniques for Healthcare 193
13. Applications and Benefits of Machine Learning in Healthcare 215
14. Intelligent Treatment Recommendation Using CareRecNet: A Patient-Centered Approach to Digital Health Transformation 233
15. Reinforcement-Driven Graph Neural Framework for Personalized and Proactive Patient Care in Digital Health Systems 251
16. Hybrid Attention-Driven Network for Predictive Healthcare Using Machine Learning and Data Analytics Perspective 271
17. MSAG-DFE: A Multi-scale Attention-Guided Deep Feature Extraction Framework for Enhanced Medical Image Diagnostics 287
18. On Mental Health Monitoring Using Commercial Wearable Devices and Machine Intelligence 305
19. Enhancing Healthcare Delivery Through Evidence-Based Data Utilization 335
20. AGBO-CP: An Adaptive Gradient Boosted Optimization Framework for Enhanced Clinical Prediction Accuracy 367
21. A Hierarchical Cross-Fusion Feature Extraction Network for Accurate Cervical Cancer Classification Using Cytology Images 387
22. Analyzing the Impact of Social Network on Epidemiological Spread in the Healthcare Sector 409
23. Intelligent Interventions: Practical Applications of Machine Learning for Data-Driven Decision-Making in Healthcare 431
24. Stress Recognition Through Physiological and Behavioral Signals: A Machine Learning Perspective 453
25. MediChain-FL: A Federated Blockchain Framework for Privacy-Preserving and Intelligent Healthcare Data Exchange 485
26. Reinforced Multi-objective Optimization Framework for Adaptive Healthcare Decision Intelligence 503
27. Index