Chapman & Hall/CRC Interdisciplinary Statistics- Statistical Methods in Epilepsy

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  • Engels
  • Hardcover
  • 9781032184357
  • 25 maart 2024
  • 406 pagina's
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Samenvatting

The handbook targets clinicians, graduate students, medical students, and researchers who seek to conduct quantitative epilepsy research.





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.

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Inhoud

Taal
en
Bindwijze
Hardcover
Oorspronkelijke releasedatum
25 maart 2024
Aantal pagina's
406

Betrokkenen

Hoofdredacteur
Sharon Chiang
Hoofduitgeverij
Chapman & Hall/Crc

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Product breedte
178 mm
Product lengte
254 mm
Verpakking breedte
178 mm
Verpakking lengte
254 mm
Verpakkingsgewicht
930 g

EAN

EAN
9781032184357
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