Statistical Methods in Epilepsy

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Author :
Publisher : CRC Press
ISBN 13 : 1003829317
Total Pages : 489 pages
Book Rating : 4.0/5 (38 download)

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Book Synopsis Statistical Methods in Epilepsy by : Sharon Chiang

Download or read book Statistical Methods in Epilepsy written by Sharon Chiang and published by CRC Press. This book was released on 2024-03-25 with total page 489 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.

A Statistical Inquiry Into the Nature and Treatment of Epilepsy

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Author :
Publisher : Litres
ISBN 13 : 5040621655
Total Pages : 72 pages
Book Rating : 4.0/5 (46 download)

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Book Synopsis A Statistical Inquiry Into the Nature and Treatment of Epilepsy by : Alexander Bennett

Download or read book A Statistical Inquiry Into the Nature and Treatment of Epilepsy written by Alexander Bennett and published by Litres. This book was released on 2021-12-02 with total page 72 pages. Available in PDF, EPUB and Kindle. Book excerpt: "A Statistical Inquiry Into the Nature and Treatment of Epilepsy" by Alexander Hughes Bennett. Published by Good Press. Good Press publishes a wide range of titles that encompasses every genre. From well-known classics & literary fiction and non-fiction to forgotten−or yet undiscovered gems−of world literature, we issue the books that need to be read. Each Good Press edition has been meticulously edited and formatted to boost readability for all e-readers and devices. Our goal is to produce eBooks that are user-friendly and accessible to everyone in a high-quality digital format.

A Statistical Analysis of Certain Phases of Epilepsy

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Author :
Publisher :
ISBN 13 :
Total Pages : 592 pages
Book Rating : 4.:/5 (665 download)

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Book Synopsis A Statistical Analysis of Certain Phases of Epilepsy by : Olive Cushing Smith

Download or read book A Statistical Analysis of Certain Phases of Epilepsy written by Olive Cushing Smith and published by . This book was released on 1923 with total page 592 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Detection of Epileptic Seizure Using STFT and Statistical Analysis

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Publisher :
ISBN 13 :
Total Pages : 0 pages
Book Rating : 4.:/5 (139 download)

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Book Synopsis Detection of Epileptic Seizure Using STFT and Statistical Analysis by : T. Cetin Akinci

Download or read book Detection of Epileptic Seizure Using STFT and Statistical Analysis written by T. Cetin Akinci and published by . This book was released on 2019 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: In this study, EEG data from two volunteer individuals, a healthy individual and a patient with epilepsy, were investigated with two different methods in order to distinguish healthy and patient individuals from each other. The data were obtained from a healthy individual and from a patient with epilepsy at the time of epileptic seizure and of seizure-free interval. The data are those of which validity and reliability were proven and were supplied from the data bank records of University Hospital of Bonn in Germany. In the study, the statistical parameters of the collected data were calculated, then the same data were analysed using short-time Fourier transform (STFT) method, and then they were compared. Both statistical parameter results and spectrum analysis results are compatible with each other, and they can successfully detect healthy individuals and epileptic patients at the time of epileptic seizure and seizure-free interval. In this sense, the results were mathematically highly compatible, which offers significant information for the diagnosis of the disease. In the analysis, the variance values were determined as 253.203 for the healthy individual, 806.939 for the patient at seizure-free interval and 6985.755 for that patient at the time of seizure. Accordingly, standard deviation can be said to be quite distinctive in the designation of values. The frequencies of all three cases resulted in 0, 0,Äì5 and 0,Äì20¬†Hz, respectively, as a result of conducted STFT analysis, which is quite consistent with the results of the statistical analysis parameters.

Statistical Methods in Epilepsy

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Author :
Publisher : CRC Press
ISBN 13 : 1003829295
Total Pages : 419 pages
Book Rating : 4.0/5 (38 download)

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Book Synopsis Statistical Methods in Epilepsy by : Sharon Chiang

Download or read book Statistical Methods in Epilepsy written by Sharon Chiang and published by CRC Press. This book was released on 2024-03-25 with total page 419 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.

Integrated Data Integration and Statistical Analysis Platform for Multi-center Epilepsy Research

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Author :
Publisher :
ISBN 13 :
Total Pages : pages
Book Rating : 4.:/5 (114 download)

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Book Synopsis Integrated Data Integration and Statistical Analysis Platform for Multi-center Epilepsy Research by : Xinting Hong

Download or read book Integrated Data Integration and Statistical Analysis Platform for Multi-center Epilepsy Research written by Xinting Hong and published by . This book was released on 2019 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt: Epilepsy is a common serious neurological disorder that affects 65 million people across the world with significant impact on their quality of life. The Managing Epilepsy Well (MEW) Network consisting of 8 study sites is a US Center for Disease Control and Prevention (CDC) funded initiative to develop and implement self-management techniques for epilepsy patients. The MEW database (MEW DB) now present 1681 patient data records. To support cohort identification, data exploration, research query, and statistical method using the MEW DB, we have developed an integrated informatics platform called Insight. The primary features of Insight include: (1) the ability to select suitable research studies according to the inclusion/exclusion criteria; (2) the ability to visualize distribution of data corresponding to various data elements; and (3) the ability to build cohort queries for given requirement. In this thesis project, we have developed the second release of the Insight platform with the implementation of a new feature for statistical data analysis that is critical in large-scale patient cohort studies. The second release version of Insight includes a comprehensive re-engineering of the platform using Django Web development framework. We conducted two types of user evaluation, namely “first click testing” and “user satisfaction survey” and the results demonstrate that Insight is strongly approved by the users.

Epilepsy Across the Spectrum

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Publisher : National Academies Press
ISBN 13 : 0309259533
Total Pages : 568 pages
Book Rating : 4.3/5 (92 download)

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Book Synopsis Epilepsy Across the Spectrum by : Institute of Medicine

Download or read book Epilepsy Across the Spectrum written by Institute of Medicine and published by National Academies Press. This book was released on 2012-07-29 with total page 568 pages. Available in PDF, EPUB and Kindle. Book excerpt: Although epilepsy is one of the nation's most common neurological disorders, public understanding of it is limited. Many people do not know the causes of epilepsy or what they should do if they see someone having a seizure. Epilepsy is a complex spectrum of disorders that affects an estimated 2.2 million Americans in a variety of ways, and is characterized by unpredictable seizures that differ in type, cause, and severity. Yet living with epilepsy is about much more than just seizures; the disorder is often defined in practical terms, such as challenges in school, uncertainties about social situations and employment, limitations on driving, and questions about independent living. The Institute of Medicine was asked to examine the public health dimensions of the epilepsies, focusing on public health surveillance and data collection; population and public health research; health policy, health care, and human services; and education for people with the disorder and their families, health care providers, and the public. In Epilepsy Across the Spectrum, the IOM makes recommendations ranging from the expansion of collaborative epilepsy surveillance efforts, to the coordination of public awareness efforts, to the engagement of people with epilepsy and their families in education, dissemination, and advocacy for improved care and services. Taking action across multiple dimensions will improve the lives of people with epilepsy and their families. The realistic, feasible, and action-oriented recommendations in this report can help enable short- and long-term improvements for people with epilepsy. For all epilepsy organizations and advocates, local, state, and federal agencies, researchers, health care professionals, people with epilepsy, as well as the public, Epilepsy Across the Spectrum is an essential resource.

Statistical Analysis of Brain Signals for Epileptology

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Publisher : Sudwestdeutscher Verlag Fur Hochschulschriften AG
ISBN 13 : 9783838137889
Total Pages : 320 pages
Book Rating : 4.1/5 (378 download)

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Book Synopsis Statistical Analysis of Brain Signals for Epileptology by : Andreas Graef

Download or read book Statistical Analysis of Brain Signals for Epileptology written by Andreas Graef and published by Sudwestdeutscher Verlag Fur Hochschulschriften AG. This book was released on 2014-02 with total page 320 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book is concerned with the statistical analysis of brain signals of epilepsy patients. It uses methods from parametric and nonparametric spectral estimation, causality analysis, signal detection and factor analysis. The book deals with automated procedures for determining the seizure onset zone (SOZ) and the early seizure spread. As the visual inspection of brain signals during the presurgical evaluation of therapy-resistant patients is a time-demanding and highly subjective task, a complimentary computational approach is clinically desired. For this purpose four automated methods for epileptic seizure propagation analysis are proposed. They aim at the analysis of two different epileptiform patterns: The analysis of spatial and temporal dependencies in rhythmic theta-activity, which is commonly observed in focal epilepsy, and the detection of a novel class of highly specific SOZ-markers, high-frequency oscillations (HFOs). The book starts with chapters on the medical and statistical background, followed by a presentation of the methods for epileptic seizure propagation analysis. Finally a comparison of the results obtained with clinical findings is given.

A Statistical Analysis of Certain Phases of Epilepsy, by Olive Cushing Smith

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Publisher :
ISBN 13 :
Total Pages : pages
Book Rating : 4.:/5 (458 download)

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Book Synopsis A Statistical Analysis of Certain Phases of Epilepsy, by Olive Cushing Smith by : Olive Cushing Smith

Download or read book A Statistical Analysis of Certain Phases of Epilepsy, by Olive Cushing Smith written by Olive Cushing Smith and published by . This book was released on 1924 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt:

Statistical Analysis of Absence Seizure Data

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Publisher :
ISBN 13 :
Total Pages : 170 pages
Book Rating : 4.:/5 (872 download)

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Book Synopsis Statistical Analysis of Absence Seizure Data by : Junichi Yagi

Download or read book Statistical Analysis of Absence Seizure Data written by Junichi Yagi and published by . This book was released on 1982 with total page 170 pages. Available in PDF, EPUB and Kindle. Book excerpt:

The Epilepsies

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Publisher : Springer
ISBN 13 :
Total Pages : 570 pages
Book Rating : 4.3/5 (91 download)

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Book Synopsis The Epilepsies by : Chrysostomos P. Panayiotopoulos

Download or read book The Epilepsies written by Chrysostomos P. Panayiotopoulos and published by Springer. This book was released on 2005 with total page 570 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book gives an exhaustive account of the classification and management of epileptic disorders. It provides clear didactic guidance on the diagnosis and treatment of epileptic syndromes and seizures through thirteen chapters, complemented by a pharmacopoeia and CD ROM of video-EEGs.

Fuzzy Genetic Algorithms, Svm Methods for Epilepsy Classification

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Publisher : LAP Lambert Academic Publishing
ISBN 13 : 9783659133244
Total Pages : 116 pages
Book Rating : 4.1/5 (332 download)

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Book Synopsis Fuzzy Genetic Algorithms, Svm Methods for Epilepsy Classification by : Harikumar Rajaguru

Download or read book Fuzzy Genetic Algorithms, Svm Methods for Epilepsy Classification written by Harikumar Rajaguru and published by LAP Lambert Academic Publishing. This book was released on 2012-05 with total page 116 pages. Available in PDF, EPUB and Kindle. Book excerpt: Epileptic seizures result from a sudden electrical disturbance to the brain. Approximately one in every 100 persons will experience a seizure at some time in their life. In this work, we propose a genetic algorithm, SVM based fuzzy knowledge integration framework that is used for classification of risk level of epilepsy in diabetic patients from Electroencephalogram (EEG) signals. A statistical analysis of the EEG signal to indicate the onset of epilepsy based on chi square tests and control limits. Ten known diabetic patients with raw EEG recording are studied. Chapter 1 introduces the features of EEG signals and focus of the research. Chapter 2 discusses about Statistical analysis and quantification of Diabetic epilepsy risk through Chi-square tests. Chapter 3 reviews the fundamentals of fuzzy systems. Chapter 4 enumerates the Genetic algorithms for optimization of epilepsy risk levels. SVM techniques as a post classifier for epilepsy detection are discussed in Chapter 5. Results are discussed in Chapter 6. Chapter 7 brings out the conclusion. Chapter 8 shows the Future scope. This monograph is useful for all Engineering undergraduate, graduates students and practicing engineers.

Atlas

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Publisher : World Health Organization
ISBN 13 : 9241563036
Total Pages : 96 pages
Book Rating : 4.2/5 (415 download)

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Book Synopsis Atlas by : Programme for Neurological Diseases and Neuroscience

Download or read book Atlas written by Programme for Neurological Diseases and Neuroscience and published by World Health Organization. This book was released on 2005 with total page 96 pages. Available in PDF, EPUB and Kindle. Book excerpt: Epilepsy is one of the most common serious disorders of the brain, affecting about 50 million people worldwide. Epilepsy accounts for 1 per cent of the global burden of disease; 80 per cent of the burden of epilepsy is in the developing world, where in some areas 80-90 per cent of people with epilepsy receive no treatment at all. The Epilepsy Atlas provides an illustrative presentation of data and information on the current status of epilepsy services and care available from 160 countries, areas or territories covering 97.5 per cent of the world population. The information is primarily gathered from key persons in the area of epilepsy care in each country identified by International Bureau for Epilepsy and the International League against Epilepsy, and, in some cases, by WHO regional offices.

Mental Defectives and Epileptics in State Institutions

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Publisher :
ISBN 13 :
Total Pages : 20 pages
Book Rating : 4.:/5 (319 download)

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Book Synopsis Mental Defectives and Epileptics in State Institutions by :

Download or read book Mental Defectives and Epileptics in State Institutions written by and published by . This book was released on 1934 with total page 20 pages. Available in PDF, EPUB and Kindle. Book excerpt:

A Statistical Inquiry Into the Nature and Treatment of Epilepsy

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Author :
Publisher : CreateSpace
ISBN 13 : 9781505942552
Total Pages : 54 pages
Book Rating : 4.9/5 (425 download)

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Book Synopsis A Statistical Inquiry Into the Nature and Treatment of Epilepsy by : Alexander Hughes Bennett

Download or read book A Statistical Inquiry Into the Nature and Treatment of Epilepsy written by Alexander Hughes Bennett and published by CreateSpace. This book was released on 2015-02-27 with total page 54 pages. Available in PDF, EPUB and Kindle. Book excerpt: "[...]believe that these are to be avoided, and facts arrived at, however laborious it may be to the experimenter and wearisome to the student, only by the careful observation and elaborate record of an extensive series of cases. If, in epilepsy, the disease, from its prolonged duration, its doubtful causation and pathology, its serious complications and the many other mysterious circumstances connected with it, offers almost unsurmountable difficulties to any definite and uniform method of treatment and the systematic estimation of the same, its symptoms furnish us with tolerably accurate data upon which to base our observations. The attacks, although only symptoms, may be[...]".

Machine Learning and Statistical Analysis of Complex Mathematical Models

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Publisher :
ISBN 13 :
Total Pages : pages
Book Rating : 4.:/5 (11 download)

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Book Synopsis Machine Learning and Statistical Analysis of Complex Mathematical Models by : L. Ferrat

Download or read book Machine Learning and Statistical Analysis of Complex Mathematical Models written by L. Ferrat and published by . This book was released on 2019 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt:

Testing Statistical Significance of Multivariate Epileptic Seizure Prediction Methods

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Publisher :
ISBN 13 : 9783887226466
Total Pages : 13 pages
Book Rating : 4.2/5 (264 download)

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Book Synopsis Testing Statistical Significance of Multivariate Epileptic Seizure Prediction Methods by : Björn Schelter

Download or read book Testing Statistical Significance of Multivariate Epileptic Seizure Prediction Methods written by Björn Schelter and published by . This book was released on 2005 with total page 13 pages. Available in PDF, EPUB and Kindle. Book excerpt: