Machine Learning in Healthcare: Fundamentals and Recent Applications

ISBN-13: 9780367564421 / Angielski / Twarda / 2022 / 226 str.

Bikesh Kumar Singh; G. R. Sinha

Opis

Machine Learning in Healthcare discusses how to build various ML algorithms and how they can be applied to improve healthcare systems. It covers fundamental concepts including mathematical requisites and traditional machine-learning framework followed by advanced machine-learning methods and their applications in medical fields.

Spis treści

1. Biostatistics2. Probability theory3. Medical Data Acquisition and Pre-processing4. Medical Image Processing5. Bio-signals6. Feature Extraction7. Introduction to Machine Learning8. Cancer detection: Breast Cancer Detection using Mammography, Ultrasound and Magnetic Resonance Imaging (MRI)9. Sickle Cell Disease Management: A Machine Learning Approach10. Detection of Pulmonary Diseases11. Mental Illness and Neurodevelopmental Disorders12. Applications and Challenges