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Fundamental Statistical Methods for Analysis of Alzheimer's and Other Neurodegenerative Diseases /
"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...
| Autores principales: | , , |
|---|---|
| Formato: | Electrónico eBook |
| Idioma: | Inglés |
| Publicado: |
Baltimore, Maryland :
Johns Hopkins University Press,
2020.
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| Colección: | Book collections on Project MUSE.
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| Temas: | |
| Acceso en línea: | Texto completo |
MARC
| LEADER | 00000cam a22000004a 4500 | ||
|---|---|---|---|
| 001 | musev2_73780 | ||
| 003 | MdBmJHUP | ||
| 005 | 20230905051633.0 | ||
| 006 | m o d | ||
| 007 | cr||||||||nn|n | ||
| 008 | 190604s2020 mdu o 00 0 eng d | ||
| 020 | |a 9781421436722 | ||
| 020 | |z 9781421436715 | ||
| 035 | |a (OCoLC)1144942531 | ||
| 040 | |a MdBmJHUP |c MdBmJHUP | ||
| 100 | 1 | |a Irimata, Katherine E., |d 1990- |e author. | |
| 245 | 1 | 0 | |a Fundamental Statistical Methods for Analysis of Alzheimer's and Other Neurodegenerative Diseases / |c Katherine E. Irimata, Brittany N. Dugger, Jeffrey R. Wilson. |
| 264 | 1 | |a Baltimore, Maryland : |b Johns Hopkins University Press, |c 2020. | |
| 264 | 3 | |a Baltimore, Md. : |b Project MUSE, |c 2020 | |
| 264 | 4 | |c ©2020. | |
| 300 | |a 1 online resource (480 pages). | ||
| 336 | |a text |b txt |2 rdacontent | ||
| 337 | |a computer |b c |2 rdamedia | ||
| 338 | |a online resource |b cr |2 rdacarrier | ||
| 505 | 0 | |a 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. | |
| 520 | |a "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"-- |c Provided by publisher | ||
| 588 | |a Description based on print version record. | ||
| 650 | 7 | |a Nervous system |x Degeneration. |2 fast |0 (OCoLC)fst01036090 | |
| 650 | 7 | |a Biometry. |2 fast |0 (OCoLC)fst00832611 | |
| 650 | 7 | |a Alzheimer's disease. |2 fast |0 (OCoLC)fst00806532 | |
| 650 | 7 | |a Statistics. |2 fast |0 (OCoLC)fst01132103 | |
| 650 | 7 | |a biometrics. |2 aat | |
| 650 | 6 | |a Statistiques. | |
| 650 | 6 | |a Biometrie. | |
| 650 | 6 | |a Maladie d'Alzheimer. | |
| 650 | 2 | 2 | |a Biometry |
| 650 | 2 | 2 | |a Alzheimer Disease |
| 650 | 2 | 2 | |a Neurodegenerative Diseases |
| 650 | 1 | 2 | |a Statistics as Topic |
| 650 | 0 | |a Statistics. | |
| 650 | 0 | |a Nervous system |x Degeneration. | |
| 650 | 0 | |a Biometry. | |
| 650 | 0 | |a Alzheimer's disease. | |
| 655 | 7 | |a Electronic books. |2 local | |
| 700 | 1 | |a Dugger, Brittany N. |q (Brittany Nicole), |d 1982- |e author. | |
| 700 | 1 | |a Wilson, Jeffrey |q (Jeffrey R.), |e author. | |
| 710 | 2 | |a Project Muse. |e distributor | |
| 830 | 0 | |a Book collections on Project MUSE. | |
| 856 | 4 | 0 | |z Texto completo |u https://projectmuse.uam.elogim.com/book/73780/ |
| 945 | |a Project MUSE - Custom Collection | ||
| 945 | |a Project MUSE - 2020 Complete | ||
| 945 | |a Project MUSE - 2020 Public Health and Health Policy | ||