Handbook of Decision Support Systems for Neurological Disorders provides readers with complete coverage of advanced computer aided diagnosis systems for neurological disorders. Computer-aided decision support systems for different medical imaging modalities are available. This is the first book concentrating only on the decision support systems for neurological disorders. Due to the increase in the prevalence of diseases such as Alzheimer, Parkinson's, Dementia, this book will have significant importance in the medical field. Medical practitioners are finding it difficult to accurately assess/diagnose the neural problems of human beings, and need the support of engineering approaches for solving this problem. The topics of this book include two parts: (a) various recent computational approaches and (b) different types of neurological disorders. The computational approaches cover topics such as deep convolution neural networks, Generative Adversarial Networks, Auto encoders, Recurrent neural networks, and modified/hybrid artificial neural networks. The neurological disorders include Alzheimers, Parkinson's Disease, dementia, brain tumors, cerebral palsy, degenerative neural disorders, and more. Includes applications of Computer Intelligence and Decision Support Systems to the diagnosis and analysis of a variety of neurological disorders Includes in-depth technical coverage of computer-aided systems for tumor image classification, Alzheimer's disease detection, dementia detection using deep belief neural networks, and morphological approaches for stroke detection Covers disease diagnosis for cerebral palsy using auto-encoder approaches, contrast enhancement for performance enhanced diagnosis systems, autism detection using fuzzy logic systems, and autism detection using generative adversarial networks Written by engineers to help engineers, computer scientists, researchers, and clinicians understand the technology and applications of Decision Support Systems for neurological disorders
Produk Detail:
- Author : Hemanth D. Jude
- Publisher : Academic Press
- Pages : 332 pages
- ISBN : 9780128222713
- Release : 15 April 2021
- Rating : 4/5 from 21 reviews