Machine learning for neurodegenerative disorders : advancements and applications
- المؤلف
- Biswajit Jena, Sanjay Saxena and Sudip Paul
- سنة النشر
- 2024
- الناشر
- CRC Press
- لغة الملف
- انكليزي
- نوع الملف
- Book
- تصنيف الكتاب
- Medical Science
- تحميل الكتاب قراءة الكتاب
Explores the application of machine learning to the understanding, early diagnosis, and management of neurodegenerative disorders. With a specific focus on its role in ongoing clinical trials, the book covers essential topics such as data collection, pre-processing, feature extraction, model development, and validation techniques. It delves into the applications of neuroimaging techniques like magnetic resonance imaging (MRI), computed tomography (CT), and positron emission tomography (PET) in the diagnosis and understanding of neurodegenerative disorders. Additionally, the book examines various machine-learning algorithms employed for biomarker discovery in neurodegenerative disorders. It highlights the role of neuroinformatics and big data analysis in advancing the understanding and management of neurodegenerative disorders. Furthermore, the book reviews future prospects and presents the ethical considerations and regulatory challenges associated with implementing machine learning approaches in the diagnosis, treatment, and prevention of neurodegenerative disorders.
الكلمات المفتاحية: Machine learning / Nervous system degeneration / Medical - Diagnosis / Machine learning - Medical applications
