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Titlebook: Regression Modeling Strategies; With Applications to Frank E. Harrell Textbook 20011st edition Springer-Verlag New York 2001 Analysis.Excel

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書目名稱Regression Modeling Strategies
副標(biāo)題With Applications to
編輯Frank E. Harrell
視頻videohttp://file.papertrans.cn/826/825515/825515.mp4
概述Written by a well-known biostatistical researcher and expert on S-Plus.Provides full-scale case studies of non-trivial datasets.Case studies use S-PLUS.Includes supplementary material:
叢書名稱Springer Series in Statistics
圖書封面Titlebook: Regression Modeling Strategies; With Applications to Frank E. Harrell Textbook 20011st edition Springer-Verlag New York 2001 Analysis.Excel
描述Many texts are excellent sources of knowledge about individual statistical tools, but the art of data analysis is about choosing and using multiple tools. Instead of presenting isolated techniques, this text emphasizes problem solving strategies that address the many issues arising when developing multivariable models using real data and not standard textbook examples. It includes imputation methods for dealing with missing data effectively, methods for dealing with nonlinear relationships and for making the estimation of transformations a formal part of the modeling process, methods for dealing with "too many variables to analyze and not enough observations," and powerful model validation techniques based on the bootstrap. This text realistically deals with model uncertainty and its effects on inference to achieve "safe data mining".
出版日期Textbook 20011st edition
關(guān)鍵詞Analysis; Excel; Fitting; Resampling; Survival analysis; best fit; data analysis; data mining; modeling
版次1
doihttps://doi.org/10.1007/978-1-4757-3462-1
isbn_softcover978-1-4419-2918-1
isbn_ebook978-1-4757-3462-1Series ISSN 0172-7397 Series E-ISSN 2197-568X
issn_series 0172-7397
copyrightSpringer-Verlag New York 2001
The information of publication is updating

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Introduction,thods that enable an analyst to develop models that will make accurate predictions of responses for . observations. Prediction could be considered a superset of hypothesis testing and estimation, so the methods presented here will also assist the analyst in those areas. It is worth pausing to explai
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Case Study in Least Squares Fitting and Interpretation of a Linear Model,quares. The data are taken from the 1994 version of the . compiled by the Geospatial and Statistical Data Center of the University of Virginia Library and available at fisher.lib.virginia.edu/ccdb. Most of the variables come from the U.S. Census.. Variables related to the 1992 U.S. presidential elec
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Binary Logistic Regression,g surgery, and occurrence of ventricular fibrillation in a dog. Often one wishes to study how a set of predictor variables . is related to a dichotomous response variable .. The predictors may describe such quantities as treatment assignment, dosage, risk factors, and year of treatment.
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