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Statistical Methods In Epilepsy


Statistical Methods In Epilepsy
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Statistical Methods In Epilepsy


Statistical Methods In Epilepsy
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Author : Sharon Chiang
language : en
Publisher: CRC Press
Release Date : 2024-03-25

Statistical Methods In Epilepsy written by Sharon Chiang and has been published by CRC Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-03-25 with Medical categories.


Epilepsy research promises new treatments and insights into brain function, but statistics and machine learning are paramount for extracting meaning from data and enabling discovery. Statistical Methods in Epilepsy provides a comprehensive introduction to statistical methods used in epilepsy research. Written in a clear, accessible style by leading authorities, this textbook demystifies introductory and advanced statistical methods, providing a practical roadmap that will be invaluable for learners and experts alike. Topics include a primer on version control and coding, pre-processing of imaging and electrophysiological data, hypothesis testing, generalized linear models, survival analysis, network analysis, time-series analysis, spectral analysis, spatial statistics, unsupervised and supervised learning, natural language processing, prospective trial design, pharmacokinetic and pharmacodynamic modeling, and randomized clinical trials. Features: Provides a comprehensive introduction to statistical methods employed in epilepsy research Divided into four parts: Basic Processing Methods for Data Analysis; Statistical Models for Epilepsy Data Types; Machine Learning Methods; and Clinical Studies Covers methodological and practical aspects, as well as worked-out examples with R and Python code provided in the online supplement Includes contributions by experts in the field The handbook targets clinicians, graduate students, medical students, and researchers who seek to conduct quantitative epilepsy research. The topics covered extend broadly to quantitative research in other neurological specialties and provide a valuable reference for the field of neurology.



Statistical Methods In Epilepsy


Statistical Methods In Epilepsy
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Author : Sharon Chiang
language : en
Publisher: CRC Press
Release Date : 2024-03-25

Statistical Methods In Epilepsy written by Sharon Chiang and has been published by CRC Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-03-25 with Medical categories.


Epilepsy research promises new treatments and insights into brain function, but statistics and machine learning are paramount for extracting meaning from data and enabling discovery. Statistical Methods in Epilepsy provides a comprehensive introduction to statistical methods used in epilepsy research. Written in a clear, accessible style by leading authorities, this textbook demystifies introductory and advanced statistical methods, providing a practical roadmap that will be invaluable for learners and experts alike. Topics include a primer on version control and coding, pre-processing of imaging and electrophysiological data, hypothesis testing, generalized linear models, survival analysis, network analysis, time-series analysis, spectral analysis, spatial statistics, unsupervised and supervised learning, natural language processing, prospective trial design, pharmacokinetic and pharmacodynamic modeling, and randomized clinical trials. Features: Provides a comprehensive introduction to statistical methods employed in epilepsy research Divided into four parts: Basic Processing Methods for Data Analysis; Statistical Models for Epilepsy Data Types; Machine Learning Methods; and Clinical Studies Covers methodological and practical aspects, as well as worked-out examples with R and Python code provided in the online supplement Includes contributions by experts in the field https://github.com/sharon-chiang/Statistics-Epilepsy-Book/ The handbook targets clinicians, graduate students, medical students, and researchers who seek to conduct quantitative epilepsy research. The topics covered extend broadly to quantitative research in other neurological specialties and provide a valuable reference for the field of neurology.



Indexes To The Epilepsy Accessions Of The Epilepsy Information System


Indexes To The Epilepsy Accessions Of The Epilepsy Information System
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Author : J. Kiffin Penry
language : en
Publisher:
Release Date : 1978

Indexes To The Epilepsy Accessions Of The Epilepsy Information System written by J. Kiffin Penry and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1978 with Epilepsy categories.




Computational Intelligence For Signal And Image Processing Volume Ii


Computational Intelligence For Signal And Image Processing Volume Ii
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Author : Deepika Koundal
language : en
Publisher: Frontiers Media SA
Release Date : 2025-03-24

Computational Intelligence For Signal And Image Processing Volume Ii written by Deepika Koundal and has been published by Frontiers Media SA this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-03-24 with Science categories.


The first volume of this collection comprised 10 research articles that focused on the applications of Computational Intelligence for Signal and Image Processing, such as education, healthcare, and security. The findings presented in this Research Topic showcased the active development and research within the field of Computational Intelligence methods for the times ahead. Due to the success of that first volume and to facilitate its progression, this second volume embarks on an intriguing exploration at the intersection of neuroscience and cutting-edge technology. This edition focuses on algorithms inspired by the intricacies of the brain, delving into how these algorithms act as catalysts for the evolution of methodologies in image/video and signal processing, IoT applications, and beyond. It highlights the profound potential of brain-inspired algorithms to revolutionize various domains, paving the way for innovation and efficiency.



Innovative Applications With Artificial Intelligence Methods In Neuroimaging Data Analysis


Innovative Applications With Artificial Intelligence Methods In Neuroimaging Data Analysis
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Author : Yao Wu
language : en
Publisher: Frontiers Media SA
Release Date : 2023-02-08

Innovative Applications With Artificial Intelligence Methods In Neuroimaging Data Analysis written by Yao Wu and has been published by Frontiers Media SA this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-02-08 with Science categories.




Quantitative Assessment In Epilepsy Care


Quantitative Assessment In Epilepsy Care
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Author : Harry Meinardi
language : en
Publisher: Springer Science & Business Media
Release Date : 2012-12-06

Quantitative Assessment In Epilepsy Care written by Harry Meinardi and has been published by Springer Science & Business Media this book supported file pdf, txt, epub, kindle and other format this book has been release on 2012-12-06 with Medical categories.


Advances in epilepsy in recent decades have allowed for improved algorithms for diagnosis and a common understanding of terminology with the development of the International Classifications of Seizures and the Epilepsies. Nevertheless, no common system exists for the estimation of epilepsy severity or its impact on quality of life. Therefore, epileptologists lack the ability to make quantitative assessments of individual patients for comparison of care or for meta-analyses in clinical trials. This book on the Quantitative Assessment of Epilepsy Care approaches this omission by addressing the potential application of clinimetrics within the framework of epilepsy treatment. Clinimetrics is a fast growing discipline concerned with the quantification of clinical symptoms with respect to decision making relating to diagnosis, treatment, and prognosis. These methods allow for the development and validation of clinical scoring systems. For example, the Glasgow Coma Scale is widely used. As a chronic disorder, epilepsy would benefit from clinimetric methodology to create uniformity and to allow for comparisons among evaluations. In addition, epileptologists have not yet developed assessments of health related quality of life to define the overall condition of the chronic epilepsy patient and various therapeutic endpoints. While clini metric tools are essential for research, they will also be useful in clinical practice for the care of individual patients by documenting status and changes over time. This treatise will provide critical analyses of whether existing rating scales and techniques are valid to use, and which types of scales and techniques require further development.



Advances In Neural Signal Processing


Advances In Neural Signal Processing
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Author : Ramana Vinjamuri
language : en
Publisher: BoD – Books on Demand
Release Date : 2020-09-09

Advances In Neural Signal Processing written by Ramana Vinjamuri and has been published by BoD – Books on Demand this book supported file pdf, txt, epub, kindle and other format this book has been release on 2020-09-09 with Medical categories.


Neural signal processing is a specialized area of signal processing aimed at extracting information or decoding intent from neural signals recorded from the central or peripheral nervous system. This has significant applications in the areas of neuroscience and neural engineering. These applications are famously known in the area of brain–machine interfaces. This book presents recent advances in this flourishing field of neural signal processing with demonstrative applications.



Computational Neuroscience In Epilepsy


Computational Neuroscience In Epilepsy
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Author : Ivan Soltesz
language : en
Publisher: Academic Press
Release Date : 2011-09-02

Computational Neuroscience In Epilepsy written by Ivan Soltesz and has been published by Academic Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2011-09-02 with Science categories.


Epilepsy is a neurological disorder that affects millions of patients worldwide and arises from the concurrent action of multiple pathophysiological processes. The power of mathematical analysis and computational modeling is increasingly utilized in basic and clinical epilepsy research to better understand the relative importance of the multi-faceted, seizure-related changes taking place in the brain during an epileptic seizure. This groundbreaking book is designed to synthesize the current ideas and future directions of the emerging discipline of computational epilepsy research. Chapters address relevant basic questions (e.g., neuronal gain control) as well as long-standing, critically important clinical challenges (e.g., seizure prediction). Computational Neuroscience in Epilepsy should be of high interest to a wide range of readers, including undergraduate and graduate students, postdoctoral fellows and faculty working in the fields of basic or clinical neuroscience, epilepsy research, computational modeling and bioengineering. - Covers a wide range of topics from molecular to seizure predictions and brain implants to control seizures - Contributors are top experts at the forefront of computational epilepsy research - Chapter contents are highly relevant to both basic and clinical epilepsy researchers



Temporal Lobe Epilepsy From Etiology To Treatment


Temporal Lobe Epilepsy From Etiology To Treatment
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Author : Fernando Cendes
language : en
Publisher: Frontiers Media SA
Release Date : 2022-12-19

Temporal Lobe Epilepsy From Etiology To Treatment written by Fernando Cendes and has been published by Frontiers Media SA this book supported file pdf, txt, epub, kindle and other format this book has been release on 2022-12-19 with Medical categories.




Biomedical Index To Phs Supported Research Pt A Subject Access A H


Biomedical Index To Phs Supported Research Pt A Subject Access A H
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Author :
language : en
Publisher:
Release Date : 1992

Biomedical Index To Phs Supported Research Pt A Subject Access A H written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1992 with Medicine categories.