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Fundamental statistical methods for analysis of Alzheimer's and other neurodegenerative diseases/ Katherine E. Irimata, Brittany N. Dugger, Jeffrey R. Wilson.

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dc.contributor.author Irimata Katherine E.,
dc.contributor.author Wilson (Jeffrey R.),
dc.contributor.author Dugger (Brittany Nicole),
dc.date.accessioned 2024-01-29T23:02:54Z
dc.date.available 2024-01-29T23:02:54Z
dc.date.issued 2020
dc.identifier.citation Irimata. Fundamental statistical methods for analysis of Alzheimer's and other neurodegenerative diseases - 1 online resource - URL: https://libweb.kpfu.ru/ebsco/pdf/2266289.pdf
dc.identifier.isbn 9781421436722
dc.identifier.isbn 1421436728
dc.identifier.uri https://dspace.kpfu.ru/xmlui/handle/net/181663
dc.description Includes bibliographical references and index.
dc.description.abstract "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 the steps of conducting multivariate analyses while adjusting for correlation or the hierarchical structure of data in prediction and inferences. Techniques such as spatial analysis, Bayesian analysis, and time-dependent covariates are included. Several data sets from the National Alzheimer's Coordinating Center are analyzed with statistical software commonly used by Alzheimer's researchers, and the results are shown to readers by way of illustration"--
dc.description.tableofcontents 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.
dc.language English
dc.language.iso en
dc.subject.other Alzheimer's disease.
dc.subject.other Biometry.
dc.subject.other Nervous system -- Degeneration.
dc.subject.other Statistics.
dc.subject.other Statistics as Topic
dc.subject.other Neurodegenerative Diseases
dc.subject.other Alzheimer Disease
dc.subject.other Biometry
dc.subject.other Maladie d'Alzheimer.
dc.subject.other Biométrie.
dc.subject.other Statistiques.
dc.subject.other biometrics.
dc.subject.other Alzheimer's disease.
dc.subject.other Biometry.
dc.subject.other Nervous system -- Degeneration.
dc.subject.other Electronic books.
dc.subject.other Electronic books.
dc.title Fundamental statistical methods for analysis of Alzheimer's and other neurodegenerative diseases/ Katherine E. Irimata, Brittany N. Dugger, Jeffrey R. Wilson.
dc.type Book
dc.description.pages 1 online resource
dc.collection Электронно-библиотечные системы
dc.source.id EN05CEBSCO05C3359


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