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...
Gespeichert in:
| Hauptverfasser: | , , |
|---|---|
| Format: | Elektronisch E-Book |
| Sprache: | English |
| Veröffentlicht: |
Baltimore, Maryland :
Johns Hopkins University Press,
2020.
|
| Schlagworte: | |
| Online-Zugang: | Volltext |
| Zusammenfassung: | "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"-- |
| Beschreibung: | 1 online resource |
| Bibliographie: | Includes bibliographical references and index. |
| ISBN: | 9781421436722 1421436728 |
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| 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. | |
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| 504 | |a Includes bibliographical references and index. | ||
| 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 | 0 | |a Online resource; title from digital title page (viewed on April 13, 2020). | |
| 650 | 0 | |a Alzheimer's disease. |0 http://id.loc.gov/authorities/subjects/sh85004080 | |
| 650 | 0 | |a Biometry. |0 http://id.loc.gov/authorities/subjects/sh85014244 | |
| 650 | 0 | |a Nervous system |x Degeneration. |0 http://id.loc.gov/authorities/subjects/sh85090923 | |
| 650 | 0 | |a Statistics. |0 http://id.loc.gov/authorities/subjects/sh85127580 | |
| 650 | 1 | 2 | |a Statistics as Topic |
| 650 | 2 | 2 | |a Neurodegenerative Diseases |0 https://id.nlm.nih.gov/mesh/D019636 |
| 650 | 2 | 2 | |a Alzheimer Disease |0 https://id.nlm.nih.gov/mesh/D000544 |
| 650 | 2 | 2 | |a Biometry |0 https://id.nlm.nih.gov/mesh/D001699 |
| 650 | 6 | |a Maladie d'Alzheimer. | |
| 650 | 6 | |a Biométrie. | |
| 650 | 6 | |a Statistiques. | |
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| 700 | 1 | |a Dugger, Brittany N. |q (Brittany Nicole), |d 1982- |e author. |1 https://id.oclc.org/worldcat/entity/E39PCjC44gxwq7F6q6qdRRbWpd |0 http://id.loc.gov/authorities/names/n2019184151 | |
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| 776 | 0 | 8 | |i Print version: |a Irimata, Katherine E., 1990- |t Fundamental statistical methods for analysis of Alzheimer's and other neurodegenerative diseases. |d Baltimore, Maryland : Johns Hopkins University Press, 2020 |w (DLC) 2019020304 |
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| author | Irimata, Katherine E., 1990- Wilson, Jeffrey (Jeffrey R.) Dugger, Brittany N. (Brittany Nicole), 1982- |
| author_GND | http://id.loc.gov/authorities/names/n2019184150 http://id.loc.gov/authorities/names/n2015191525 http://id.loc.gov/authorities/names/n2019184151 |
| author_facet | Irimata, Katherine E., 1990- Wilson, Jeffrey (Jeffrey R.) Dugger, Brittany N. (Brittany Nicole), 1982- |
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| author_sort | Irimata, Katherine E., 1990- |
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| 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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| illustrated | Not Illustrated |
| indexdate | 2024-10-25T15:50:35Z |
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| spelling | Irimata, Katherine E., 1990- author. https://id.oclc.org/worldcat/entity/E39PCjH6KXJK4KHyT98TrrDCkP http://id.loc.gov/authorities/names/n2019184150 Fundamental statistical methods for analysis of Alzheimer's and other neurodegenerative diseases / Katherine E. Irimata, Brittany N. Dugger, Jeffrey R. Wilson. Baltimore, Maryland : Johns Hopkins University Press, 2020. 1 online resource text txt rdacontent computer c rdamedia online resource cr rdacarrier Includes bibliographical references and index. 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. "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"-- Provided by publisher Online resource; title from digital title page (viewed on April 13, 2020). Alzheimer's disease. http://id.loc.gov/authorities/subjects/sh85004080 Biometry. http://id.loc.gov/authorities/subjects/sh85014244 Nervous system Degeneration. http://id.loc.gov/authorities/subjects/sh85090923 Statistics. http://id.loc.gov/authorities/subjects/sh85127580 Statistics as Topic Neurodegenerative Diseases https://id.nlm.nih.gov/mesh/D019636 Alzheimer Disease https://id.nlm.nih.gov/mesh/D000544 Biometry https://id.nlm.nih.gov/mesh/D001699 Maladie d'Alzheimer. Biométrie. Statistiques. Statistique. biometrics. aat statistics. aat Statistics fast Alzheimer's disease fast Biometry fast Nervous system Degeneration fast Wilson, Jeffrey (Jeffrey R.), author. https://id.oclc.org/worldcat/entity/E39PCjtJpcXCgdgRQkRCcQwqDC http://id.loc.gov/authorities/names/n2015191525 Dugger, Brittany N. (Brittany Nicole), 1982- author. https://id.oclc.org/worldcat/entity/E39PCjC44gxwq7F6q6qdRRbWpd http://id.loc.gov/authorities/names/n2019184151 has work: Fundamental statistical methods for analysis of Alzheimer's and other neurodegenerative diseases (Text) https://id.oclc.org/worldcat/entity/E39PCGq8Rkjbg4dHCPcCPCTdV3 https://id.oclc.org/worldcat/ontology/hasWork Print version: Irimata, Katherine E., 1990- Fundamental statistical methods for analysis of Alzheimer's and other neurodegenerative diseases. Baltimore, Maryland : Johns Hopkins University Press, 2020 (DLC) 2019020304 FWS01 ZDB-4-EBA FWS_PDA_EBA https://search.ebscohost.com/login.aspx?direct=true&scope=site&db=nlebk&AN=2266289 Volltext CBO01 ZDB-4-EBA FWS_PDA_EBA https://search.ebscohost.com/login.aspx?direct=true&scope=site&db=nlebk&AN=2266289 Volltext |
| spellingShingle | Irimata, Katherine E., 1990- Wilson, Jeffrey (Jeffrey R.) Dugger, Brittany N. (Brittany Nicole), 1982- Fundamental statistical methods for analysis of Alzheimer's and other neurodegenerative diseases / 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. Alzheimer's disease. http://id.loc.gov/authorities/subjects/sh85004080 Biometry. http://id.loc.gov/authorities/subjects/sh85014244 Nervous system Degeneration. http://id.loc.gov/authorities/subjects/sh85090923 Statistics. http://id.loc.gov/authorities/subjects/sh85127580 Statistics as Topic Neurodegenerative Diseases https://id.nlm.nih.gov/mesh/D019636 Alzheimer Disease https://id.nlm.nih.gov/mesh/D000544 Biometry https://id.nlm.nih.gov/mesh/D001699 Maladie d'Alzheimer. Biométrie. Statistiques. Statistique. biometrics. aat statistics. aat Statistics fast Alzheimer's disease fast Biometry fast Nervous system Degeneration fast |
| subject_GND | http://id.loc.gov/authorities/subjects/sh85004080 http://id.loc.gov/authorities/subjects/sh85014244 http://id.loc.gov/authorities/subjects/sh85090923 http://id.loc.gov/authorities/subjects/sh85127580 https://id.nlm.nih.gov/mesh/D019636 https://id.nlm.nih.gov/mesh/D000544 https://id.nlm.nih.gov/mesh/D001699 |
| title | Fundamental statistical methods for analysis of Alzheimer's and other neurodegenerative diseases / |
| title_auth | Fundamental statistical methods for analysis of Alzheimer's and other neurodegenerative diseases / |
| title_exact_search | Fundamental statistical methods for analysis of Alzheimer's and other neurodegenerative diseases / |
| title_full | Fundamental statistical methods for analysis of Alzheimer's and other neurodegenerative diseases / Katherine E. Irimata, Brittany N. Dugger, Jeffrey R. Wilson. |
| title_fullStr | Fundamental statistical methods for analysis of Alzheimer's and other neurodegenerative diseases / Katherine E. Irimata, Brittany N. Dugger, Jeffrey R. Wilson. |
| title_full_unstemmed | Fundamental statistical methods for analysis of Alzheimer's and other neurodegenerative diseases / Katherine E. Irimata, Brittany N. Dugger, Jeffrey R. Wilson. |
| title_short | Fundamental statistical methods for analysis of Alzheimer's and other neurodegenerative diseases / |
| title_sort | fundamental statistical methods for analysis of alzheimer s and other neurodegenerative diseases |
| topic | Alzheimer's disease. http://id.loc.gov/authorities/subjects/sh85004080 Biometry. http://id.loc.gov/authorities/subjects/sh85014244 Nervous system Degeneration. http://id.loc.gov/authorities/subjects/sh85090923 Statistics. http://id.loc.gov/authorities/subjects/sh85127580 Statistics as Topic Neurodegenerative Diseases https://id.nlm.nih.gov/mesh/D019636 Alzheimer Disease https://id.nlm.nih.gov/mesh/D000544 Biometry https://id.nlm.nih.gov/mesh/D001699 Maladie d'Alzheimer. Biométrie. Statistiques. Statistique. biometrics. aat statistics. aat Statistics fast Alzheimer's disease fast Biometry fast Nervous system Degeneration fast |
| topic_facet | Alzheimer's disease. Biometry. Nervous system Degeneration. Statistics. Statistics as Topic Neurodegenerative Diseases Alzheimer Disease Biometry Maladie d'Alzheimer. Biométrie. Statistiques. Statistique. biometrics. statistics. Statistics Alzheimer's disease Nervous system Degeneration |
| url | https://search.ebscohost.com/login.aspx?direct=true&scope=site&db=nlebk&AN=2266289 |
| work_keys_str_mv | AT irimatakatherinee fundamentalstatisticalmethodsforanalysisofalzheimersandotherneurodegenerativediseases AT wilsonjeffrey fundamentalstatisticalmethodsforanalysisofalzheimersandotherneurodegenerativediseases AT duggerbrittanyn fundamentalstatisticalmethodsforanalysisofalzheimersandotherneurodegenerativediseases |