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" Regression modeling strategies : "
Frank E. Harrell, Jr.
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BL
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| Record Number
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809882
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| Doc. No
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GBB5E5797b623898
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| Main Entry
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Harrell, Frank E.
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| Title & Author
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Regression modeling strategies : : with applications to linear models, logistic and ordinal regression, and survival analysis /\ Frank E. Harrell, Jr.
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| Edition Statement
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Second edition.
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| Series Statement
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Springer series in statistics,
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| Page. NO
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xxv, 582 pages :: illustrations (some color) ;; 27 cm
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| ISBN
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9783319194240
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: 3319194240
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9783319194257
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: 3319194259
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: 9783319194257
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| Bibliographies/Indexes
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Includes bibliographical references (pages 539-570) and index.
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| Contents
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Introduction -- General Aspects of Fitting Regression Models -- Missing Data -- Multivariable Modeling Strategies -- Describing, Resampling, Validating and Simplifying the Model -- R Software -- Modeling Longitudinal Responses using Generalized Least Squares -- Case Study in Data Reduction -- Overview of Maximum Likelihood Estimation -- Binary Logistic Regression -- Binary Logistic Regression Case Study 1 -- Logistic Model Case Study 2: Survival of Titanic Passengers -- Ordinal Logistic Regression -- Case Study in Ordinal Regression, Data Reduction and Penalization.- Regression Models for Continuous Y and Case Study in Ordinal Regression -- Transform-Both-Sides Regression -- Introduction to Survival Analysis -- Parametric Survival Models -- Case Study in Parametric Survival Modeling and Model Approximation -- Cox Proportional Hazards Regression Model -- Case Study in Cox Regression.
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| Abstract
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This highly anticipated second edition features new chapters and sections, 225 new references, and comprehensive R software. In keeping with the previous edition, this book is about the art and science of data analysis and predictive modelling, which entails choosing and using multiple tools.
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| Subject
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Regression analysis.
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Linear models (Statistics)
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Mathematics.
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Linear models (Statistics)
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Regression analysis.
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Mathematics.
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Regression Analysis.
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Linear Models.
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| Dewey Classification
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519.536
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| LC Classification
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QA278.2.H387 2015
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