{"product_id":"machine-learning-methods-and-applications-to-brain-disorders-paperback-9780128157398","title":"Machine Learning; Methods and Applications to Brain Disorders (Paperback) 9780128157398","description":"\u003cfont face=\"Georgia\"\u003e\r\n\u003cp\u003e\u003cfont size=\"6\"\u003eMachine Learning\u003c\/font\u003e\u003cbr\u003e\r\n\u003cfont size=\"5\"\u003eMethods and Applications to Brain Disorders\u003c\/font\u003e\u003c\/p\u003e\r\n\r\n\u003cp\u003e\u003cem\u003e\u003cp\u003eA complete reference on machine learning and its applications to neuroscience\u003c\/p\u003e\u003c\/em\u003e\u003c\/p\u003e\r\n\r\n\r\n\u003cp\u003e\u003cfont size=\"4\"\u003eAndrea Mechelli (Edited by), Sandra Vieira (Edited by)\u003c\/font\u003e\u003c\/p\u003e\r\n\r\n\u003cp\u003e\u003cfont size=\"3\"\u003e9780128157398, Elsevier Science\u003c\/font\u003e\u003c\/p\u003e\r\n\r\n\u003cp\u003e\u003cfont size=\"3\"\u003ePaperback, published 15 November 2019\u003c\/font\u003e\u003c\/p\u003e\r\n\r\n\u003cp\u003e\u003cfont size=\"3\"\u003e408 pages\u003cbr\u003e22.9 x 15.1 x 2.6 cm, 0.61 kg\u003c\/font\u003e\u003c\/p\u003e\r\n\r\n\r\n\r\n\u003cp align=\"justify\"\u003e\u003cem\u003e\u003cfont size=\"3\"\u003e\u003cp\u003e\"This is a fantastic resource for researchers and clinicians interested in the application of artificial intelligence to brain disorders. The most up-to-date approaches are covered, using a rigorous yet accessible language. The step-by-step practical guide will be particularly useful to those taking their first steps in this field.\" \u003cb\u003e--Qiyong Gong, MD, PhD\u003c\/b\u003e\u003c\/p\u003e\u003c\/font\u003e\u003c\/em\u003e\u003c\/p\u003e\r\n\r\n\u003cp align=\"justify\"\u003e\u003cstrong\u003e\u003cfont size=\"3\"\u003e\u003cp\u003eMachine Learning is an area of artificial intelligence involving the development of algorithms to discover trends and patterns in existing data; this information can then be used to make predictions on new data. A growing number of researchers and clinicians are using machine learning methods to develop and validate tools for assisting the diagnosis and treatment of patients with brain disorders. \u003ci\u003eMachine Learning: Methods and Applications to Brain Disorders \u003c\/i\u003eprovides an up-to-date overview of how these methods can be applied to brain disorders, including both psychiatric and neurological disease. This book is written for a non-technical audience, such as neuroscientists, psychologists, psychiatrists, neurologists and health care practitioners.\u003c\/p\u003e\u003c\/font\u003e\u003c\/strong\u003e\u003c\/p\u003e\r\n\r\n\u003cp\u003e\u003cfont size=\"3\"\u003e\u003cp\u003e\u003cb\u003ePart I\u003c\/b\u003e 1. Introduction to machine learning 2. Main concepts in machine learning 3. Applications of machine learning to brain disorders\u003c\/p\u003e \u003cp\u003e\u003cb\u003ePart II \u003c\/b\u003e4. Linear regression 5. Linear methods for classification 6. Support vector machine 7. Support vector regression 8. Multiple kernel learning  9. Deep neural networks 10. Convolutional neural networks 11. Autoencoders 12. Principal component analysis 13. K-means clustering\u003c\/p\u003e \u003cp\u003e\u003cb\u003ePart III \u003c\/b\u003e14. Dealing with missing data, small sample sizes, and heterogeneity 15. Working with high dimensional feature spaces: the example of voxel-wise encoding models 16. Multimodal integration 17. Bias, noise and interpretability in machine learning: from measurements to features 18. Ethical issues in the application of machine learning to brain disorders\u003c\/p\u003e \u003cp\u003e\u003cb\u003ePart IV \u003c\/b\u003e19. A step-by-step tutorial on how to build a machine learning model\u003c\/p\u003e\u003c\/font\u003e\u003c\/p\u003e\r\n\r\n\u003cp\u003e\u003cfont size=\"3\"\u003eSubject Areas: Neurosciences [\u003ca title=\"See our other books on Neurosciences\" href=\"https:\/\/freshlyprintedbooks.co.uk\/search?q=%22Neurosciences%20%5BPSAN%5D%22\"\u003ePSAN\u003c\/a\u003e], Physiological \u0026amp; neuro-psychology, biopsychology [\u003ca title=\"See our other books on Physiological \u0026amp; neuro-psychology, biopsychology\" href=\"https:\/\/freshlyprintedbooks.co.uk\/search?q=%22Physiological%20\u0026amp;%20neuro-psychology,%20biopsychology%20%5BJMM%5D%22\"\u003eJMM\u003c\/a\u003e]\u003c\/font\u003e\u003c\/p\u003e\r\n\r\n\r\n\u003c\/font\u003e","brand":"Academic Press","offers":[{"title":"Default Title","offer_id":46648886952216,"sku":"9780128157398","price":134.69,"currency_code":"GBP","in_stock":false}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0730\/2037\/5320\/products\/9780128157398.jpg?v=1694094791","url":"https:\/\/freshlyprintedbooks.co.uk\/products\/machine-learning-methods-and-applications-to-brain-disorders-paperback-9780128157398","provider":"Freshly Printed Books","version":"1.0","type":"link"}