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035   $a(CaSebORM)9781118897157
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100   $a20180222h20182018  uy             0
101 0 $aeng
135   $aurcnu||||||||
181   $2rdacontent
182   $2rdamedia
183   $2rdacarrier
200 10$aStatistical data cleaning with applications in R /$fMark van der Loo, Edwin de Jonge
205   $a1st edition
210  1$aHoboken, New Jersey :$cWiley,$d2018.
210  4$d©2018
215   $a1 online resource (301 pages) $cillustrations
311   $a1-118-89715-3 
320   $aIncludes bibliographical references and index.
330   $aA comprehensive guide to automated statistical data cleaning  The production of clean data is a complex and time-consuming process that requires both technical know-how and statistical expertise. Statistical Data Cleaning brings together a wide range of techniques for cleaning textual, numeric or categorical data. This book examines technical data cleaning methods relating to data representation and data structure. A prominent role is given to statistical data validation, data cleaning based on predefined restrictions, and data cleaning strategy. Key features: Focuses on the automation of data cleaning methods, including both theory and applications written in R. Enables the reader to design data cleaning processes for either one-off analytical purposes or for setting up production systems that clean data on a regular basis. Explores statistical techniques for solving issues such as incompleteness, contradictions and outliers, integration of data cleaning components and quality monitoring. Supported by an accompanying website featuring data and R code.  This book enables data scientists and statistical analysts working with data to deepen their understanding of data cleaning as well as to upgrade their practical data cleaning skills. It can also be used as material for a course in data cleaning and analyses.
606   $aStatistics$xData processing
606   $aR (Computer program language)
608   $aElectronic books.
615  0$aStatistics$xData processing.
615  0$aR (Computer program language)
676   $a519.50285/5133
700   $aLoo$b Mark van der$f1976-$01212847
702   $aJonge$b Edwin de$f1972-
801  0$bMiAaPQ
801  1$bMiAaPQ
801  2$bMiAaPQ
906   $aBOOK
912   $a9910271040103321
996   $aStatistical data cleaning with applications in R$92800818
997   $aUNINA