Skip to main content
Top

2018 | OriginalPaper | Chapter

2. Relevance of Outlying and Influential Observations for Regression Analysis

Authors : Jacek Welc, Pedro J. Rodriguez Esquerdo

Published in: Applied Regression Analysis for Business

Publisher: Springer International Publishing

Activate our intelligent search to find suitable subject content or patents.

search-config
loading …

Abstract

As the name suggests, the outlying observations (commonly called “outliers”) are the ones which “lie out” from the remaining observations in the sample. In regression models, the outliers are observations with large residuals (Makridakis et al. 1998). First, we will discuss the nature of the outliers occurring in the case of the single variables, which we will call the univariate outliers. Then we will proceed to discussing the more subtle type of outliers, which occur in the case of multivariate analyses.

Dont have a licence yet? Then find out more about our products and how to get one now:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Literature
go back to reference Geisser S (1993) Predictive inference. An introduction. Chapman & Hall, LondonCrossRef Geisser S (1993) Predictive inference. An introduction. Chapman & Hall, LondonCrossRef
go back to reference Makridakis S, Weelwright SC, Hyndman RJ (1998) Forecasting. Methods and applications. Wiley, Hoboken Makridakis S, Weelwright SC, Hyndman RJ (1998) Forecasting. Methods and applications. Wiley, Hoboken
go back to reference Pukelsheim F (1994) The three sigma rule. Am Stat 48:88–91 Pukelsheim F (1994) The three sigma rule. Am Stat 48:88–91
go back to reference Tukey JW (1977) Exploratory data analysis. Addison-Wesley, Boston Tukey JW (1977) Exploratory data analysis. Addison-Wesley, Boston
go back to reference Wheeler DJ, Chambers DS (1992) Understanding statistical process control. SPC Press, Knoxville Wheeler DJ, Chambers DS (1992) Understanding statistical process control. SPC Press, Knoxville
Metadata
Title
Relevance of Outlying and Influential Observations for Regression Analysis
Authors
Jacek Welc
Pedro J. Rodriguez Esquerdo
Copyright Year
2018
DOI
https://doi.org/10.1007/978-3-319-71156-0_2