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mehta mayuri (curatore); fournier-viger philippe (curatore); patel maulika (curatore); lin jerry chun-wei (curatore) - tracking and preventing diseases with artificial intelligence

Tracking and Preventing Diseases with Artificial Intelligence

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Dettagli

Genere:Libro
Lingua: Inglese
Editore:

Springer

Pubblicazione: 07/2021
Edizione: 1st ed. 2022





Trama

This book presents an overview of how machine learning and data mining techniques are used for tracking and preventing diseases. It covers several aspects such as stress level identification of a person from his/her speech, automatic diagnosis of disease from X-ray images, intelligent diagnosis of Glaucoma from clinical eye examination data, prediction of protein-coding genes from big genome data, disease detection through microscopic analysis of blood cells, information retrieval from electronic medical record using named entity recognition approaches, and prediction of drug-target interactions.

The book is suitable for computer scientists having a bachelor degree in computer science. The book is an ideal resource as a reference book for teaching a graduate course on AI for Medicine or AI for Health care. Researchers working in the multidisciplinary areas use this book to discover the current developments. Besides its use in academia, this book provides enough details about the state-of-the-art algorithms addressing various biomedical domains, so that it could be used by industry practitioners who want to implement AI techniques to analyze the diseases. Medical institutions use this book as reference material and give tutorials to medical experts on how the advanced AI and ML techniques contribute to the diagnosis and prediction of the diseases.





Sommario

Stress Identification from Speech using Clustering techniques.- Comparative Study and Detection of COVID-19 and Related Viral Pneumonia using a Fine-tuned Deep Transfer Learning.- Predicting Glaucoma Diagnosis using AI.- Diagnosis and Analysis of Tuberculosis Disease using Simple Neural Network and Deep Learning Approach for Chest X-ray Images.- Adaptive Machine Learning Algorithm and Analytics of Big Genomic Data for Gene Prediction.










Altre Informazioni

ISBN:

9783030767310

Condizione: Nuovo
Collana: Intelligent Systems Reference Library
Dimensioni: 235 x 155 mm Ø 576 gr
Formato: Copertina rigida
Illustration Notes:XX, 252 p. 117 illus., 86 illus. in color.
Pagine Arabe: 252
Pagine Romane: xx


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