Regression modeling strategies : with applications to linear models, logistic and ordinal regression, and survival analysis

xxv, 582 p. : ill.

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Tác giả chính: Harrell, Frank E.
Định dạng: Sách
Ngôn ngữ:English
Thông tin xuất bản: Springer
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Truy cập trực tuyến:https://thuvienso.hoasen.edu.vn/handle/123456789/10516
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spelling oai:https:--thuvienso.hoasen.edu.vn:123456789-105162023-10-12T04:33:20Z Regression modeling strategies : with applications to linear models, logistic and ordinal regression, and survival analysis Harrell, Frank E. Regression analysis Linear models (Statistics) xxv, 582 p. : ill. There are many books that are excellent sources of knowledge about individual stastical tools (survival models, general linear models, etc.), but the art of data analysis is about choosing and using multiple tools. In the words of Chatfield "...students typically know the technical details of regressin for example, but not necessarily when and how to apply it. This argues the need for a better balance in the literature and in statistical teaching between techniques and problem solving strategies." Whether analyzing risk factors, adjusting for biases in observational studies, or developing predictive models, there are common problems that few regression texts address. For example, there are missing data in the majority of datasets one is likely to encounter (other than those used in textbooks!) but most regression texts do not include methods for dealing with such data effectively, and texts on missing data do not cover regression modeling. 2nd edition 2015 Book 978-3-319-19425-7 https://thuvienso.hoasen.edu.vn/handle/123456789/10516 en Springer Series in Statistics application/pdf application/pdf Springer
institution Trường Đại học Hoa Sen
collection DSpaceHS
language English
topic Regression analysis
Linear models (Statistics)
spellingShingle Regression analysis
Linear models (Statistics)
Harrell, Frank E.
Regression modeling strategies : with applications to linear models, logistic and ordinal regression, and survival analysis
description xxv, 582 p. : ill.
format Book
author Harrell, Frank E.
author_facet Harrell, Frank E.
author_sort Harrell, Frank E.
title Regression modeling strategies : with applications to linear models, logistic and ordinal regression, and survival analysis
title_short Regression modeling strategies : with applications to linear models, logistic and ordinal regression, and survival analysis
title_full Regression modeling strategies : with applications to linear models, logistic and ordinal regression, and survival analysis
title_fullStr Regression modeling strategies : with applications to linear models, logistic and ordinal regression, and survival analysis
title_full_unstemmed Regression modeling strategies : with applications to linear models, logistic and ordinal regression, and survival analysis
title_sort regression modeling strategies : with applications to linear models, logistic and ordinal regression, and survival analysis
publisher Springer
url https://thuvienso.hoasen.edu.vn/handle/123456789/10516
work_keys_str_mv AT harrellfranke regressionmodelingstrategieswithapplicationstolinearmodelslogisticandordinalregressionandsurvivalanalysis
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