Fundamental Statistical Methods for Analysis of Alzheimer's and Other Neurodegenerative Diseases /

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"This book explains statistical techniques commonly used in analyzing data for Alzheimer's and other neurodegenerative diseases, and it presents examples from real-world applications in an effort to make the techniques useful for professionals and students. The book leads readers through t...

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Bibliographic Details
Main Authors: Irimata, Katherine E., 1990- (Author), Dugger, Brittany N. (Brittany Nicole), 1982- (Author), Wilson, Jeffrey (Jeffrey R.) (Author)
Format: Electronic eBook
Language:Inglés
Published: Baltimore, Maryland : Johns Hopkins University Press, 2020.
Series:Book collections on Project MUSE.
Subjects:
Nervous system > Degeneration.
Biometry.
Alzheimer's disease.
Statistics.
biometrics.
Statistiques.
Biometrie.
Maladie d'Alzheimer.
Biometry
Alzheimer Disease
Neurodegenerative Diseases
Statistics as Topic
Electronic books.
Online Access:Texto completo
Table of Contents:
  • Introduction to Statistical Software and Alzheimer's Data
  • Review of Introductory Statistical Methods
  • Generalized Linear Models
  • Hierarchical Regression Models for Continuous Responses
  • Hierarchical Logistic Regression Models
  • Bayesian Regression Models
  • Multiple Membership Models
  • Survival Data Analysis
  • Modeling Responses with Time-Dependent Covariates
  • Joint Modeling of Mean and Dispersion
  • Neural Networks and Other Machine Learning Techniques for Big Data
  • Case Study.

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