Author/Authors :
arslan, ahmet kadir inönü üniversitesi - tip fakültesi - biyoistatistik ve tip bilisimi, Malatya, turkey , tunç, zeynep inönü üniversitesi - tip fakültesi - biyoistatistik ve tip bilisimi, Malatya, turkey , çolak, cemil inönü üniversitesi - tip fakültesi - biyoistatistik ve tip bilisimi, Malatya, turkey
Title Of Article :
Open Source Access Web Based Software for Data Transformation: Data Transformation Software
شماره ركورد :
28402
Abstract :
Objective: In this study, it is aimed to develop a new user-friendly web-based software in order to transform data sets that do not meet the assumptions of parametric test conditions by applying various mathematical transformations into data sets that can provide these assumptions. Materials and Methods: It was used to develop the web based software Shiny, which is an open source R package. In web-based software, arcsinh (x), Box-Cox, Exponential, Lambert W (h type), Lambert W (s type), Logarithmic, Square root, Yeo-Johnson data transformation methods were used. The software also allows us to decide on the best conversion for the data set to be transformed by calculating the Pearson P test statistic, which will allow us to decide on the best method in the methods used. This is done by selecting the conversion with the smallest Pearson P statistic Results: In order to evaluate the printouts of the software, a data set consisting of three variables obtained by the contribution of Üstel, Gamma and Cauchy including 1000 observations was used. Conclusion: The developed software is a new user-friendly web-based software that enables users to get more accurate results in their work and to obtain data transformation methods that provide parametric test assumptions known as more powerful tests.
From Page :
175
NaturalLanguageKeyword :
Normal distribution , data transformation , web , based software
JournalTitle :
Fırat University Medical Journal Of Health Sciences
To Page :
181
Link To Document :
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