Model-free data screening and cleaning
Article first published online: 4 JAN 2011
Copyright © 2011 John Wiley & Sons, Inc.
Wiley Interdisciplinary Reviews: Computational Statistics
Volume 3, Issue 2, pages 168–176, March/April 2011
How to Cite
Tarter, M. E. (2011), Model-free data screening and cleaning. WIREs Comp Stat, 3: 168–176. doi: 10.1002/wics.140
- Issue published online: 18 FEB 2011
- Article first published online: 4 JAN 2011
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Categories of data screening and cleaning issues are reviewed and discussed. Bivariate model-free approaches, specialized model-free regression techniques, together with order statistic-based (OSB) approaches are illustrated and shown to be of particular value for a variety of data screening and cleaning applications. It is shown how a combination of curve estimation with OSB approaches can help screen a progression to AIDS data set. WIREs Comp Stat 2011 3 168–176 DOI: 10.1002/wics.140
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