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Artificial Intelligence in Precision Health: From Concept to Applications

Editat de Debmalya Barh
en Limba Engleză Paperback – 3 mar 2020
Artificial Intelligence in Precision Health: From Concept to Applications provides a readily available resource to understand artificial intelligence and its real time applications in precision medicine in practice. Written by experts from different countries and with diverse background, the content encompasses accessible knowledge easily understandable for non-specialists in computer sciences. The book discusses topics such as cognitive computing and emotional intelligence, big data analysis, clinical decision support systems, deep learning, personal omics, digital health, predictive models, prediction of epidemics, drug discovery, precision nutrition and fitness. Additionally, there is a section dedicated to discuss and analyze AI products related to precision healthcare already available.
This book is a valuable source for clinicians, healthcare workers, and researchers from diverse areas of biomedical field who may or may not have computational background and want to learn more about the innovative field of artificial intelligence for precision health.


  • Provides computational approaches used in artificial intelligence easily understandable for non-computer specialists
  • Gives know-how and real successful cases of artificial intelligence approaches in predictive models, modeling disease physiology, and public health surveillance
  • Discusses the applicability of AI on multiple areas, such as drug discovery, clinical trials, radiology, surgery, patient care and clinical decision support
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Specificații

ISBN-13: 9780128171332
ISBN-10: 0128171332
Pagini: 544
Ilustrații: 120 illustrations (60 in full color)
Dimensiuni: 191 x 235 mm
Editura: ELSEVIER SCIENCE

Public țintă

bioinformaticians; clinicians; geneticists; molecular biologists

Cuprins

Section 1: Artificial Intelligence Technologies1. Interpretable Artificial Intelligence: Addressing the Adoption Gap in Medicine2. Artificial Intelligence methods in computer-aided diagnostic tools and decision support analytics for clinical informatics3. Deep learning in Precision Medicine4. Machine learning systems and precision medicine: a conceptual and experimental approach to single individual statistics5. Machine learning in digital health, recent trends and on-going challenges6. Data Mining to Transform Clinical and Translational Research Findings into Precision Health
Section II: Applications and Precision Systems/Application of Artificial Intelligence7. Predictive Models in Precision Medicine8. Deep Neural Networks for Phenotype Prediction: Application to rare diseases9. Artificial Intelligence in the management of patients with intracranial neoplasms10. Artificial Intelligence to aid the early detection of Mental Illness11. Use of Artificial Intelligence in Alzheimer Disease Detection12. Artificial Intelligence to predict atheroma plaque vulnerability13. Decision support systems in cardiovascular medicine through artificial intelligence: applications in the diagnosis of infarction and prognosis of heart failure14. Artificial Intelligence for Decision Support Systems in Diabetes15. Clinical decision support systems to improve the diagnosis and management of respiratory diseases16. Use of Artificial Intelligence in Neurosurgery and Otorhinolaryngology (Head and Neck Surgery)17. Use of Artificial Intelligence in Emergency Medicine18. Use of Artificial Intelligence in Infectious diseases19. Artificial Intelligence techniques applied to patient care and monitoring20. Use of artificial intelligence in precision nutrition and fitness
Section III: Precision Systems21. Artificial Intelligence in Precision health: Systems in practice