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Habit-Based Behaviour Change Medical Information Support System and Artificial Intelligence: Theories, Methods, and Data Analytics Approach

Autor Pantea Keikhosrokiani
en Limba Engleză Paperback – sep 2026
Habit-based Behavior Change Medical Information Support System and Artificial Intelligence: Theories, Methods, and Data Analytics Approach provides a guideline to design and implement Habit-based Behavior Change Support Systems (HBCSS) which can change patient’s unhealthy habits to prevent the development of diseases. It presents theories, methods, management, and data analytics approach required to design, implement, and prescribe the use of HBCSS for several diseases’ management.It discusses topics such as theories of behavior change, ontologies and knowledge management, data mining, privacy and security, descriptive and prescription analytics. In addition, it discusses how to measure habit-change, future directions of the field, and case studies based on real-world examples.It is a valuable resource for clinicians, researchers, students, and member of the biomedical and medical fields who want to learn more about the use of medical systems to improve patients’ health.

  • Discusses how habit-change features can be added to medical information systems to change patient’s unhealthy habits
  • Describes the habit-change life cycle and framework so that readers can develop their own system
  • Outlines how data analytics features are used to diagnose and predict unhealthy habits and prescribe changes to improve overall health of patients
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Specificații

ISBN-13: 9780443137594
ISBN-10: 0443137595
Pagini: 400
Dimensiuni: 191 x 235 mm
Editura: ELSEVIER SCIENCE

Cuprins

Section 1: Introduction to Habit-based Behavior Change Support Systems (HBCSS)
1. Theories for Habit-based Behavior Change Support Systems (HBCSS)
2. Methodologies for Habit-based Behavior Change Support Systems (HBCSS)
3. Management of Habit-based Behavior Change Support Systems (HBCSS)
4. Features of Habit-based Behavior Change Support Systems (HBCSS)

Section 2: Habit-change Life Cycles for Developing HBCSS
5. Requirements for HBCSS
6. Bad Habit Identification
7. Breaking Bad Habits
8. New Habit Formation
9. Measuring Habit-Change
10. Evaluating Habit-Change
11. Development of HBCSS
12. Securing HBCSS

Section 3: Measuring Habit-Change in Habit-based Behavior Change Support Systems (HBCSS) using Data Analytics
13. Descriptive Analytics for Habit-Change
14. Classification for Habit-Change
15. Clustering for Habit-Change
16. Prediction for Habit-Change
17. Prescription Analytics for HBCSS
18. Databases for HBCSS
19. Conclusion and Future Direction
20. Case Studies