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Tools for monitoring robust regression in SAS IML studio. S, MM, LTS, LMS and especially the forward search

Publisher:
European Union Publications Office
Publication date:
2020-09-07
Authors:
Francesca Torti
Marco Riani
Anthony C. Atkinson
Domenico Perrotta
Aldo Corbellini
ISBN:
978-92-76-21438-0

Index

  • Abstract
  • Acknowledgments
  • Introduction
  • Three Classes of Estimator for Robust Regression
  • Algebra for the Forward Search
  • Testing for Outliers
  • Regression Outlier Detection in the FS
  • FS Analysis of the Transformed Loyalty Card Data
  • Why SAS?
  • The FS batch procedure
  • Timing comparisons
  • Transformation of the Response
  • Monitoring Other Forms of Robust Regression
  • Data Analyses with S, LTS and LMS Routines
  • Discussion and Extensions
  • Annex: code to replicate the results and the figures in the report
  • Annex: use of the monitoring tools in WebAriadne
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