Delete-2 Jackknife-After-Bootstrap in Regression

BEYAZTAŞ U., ALIN A.

QUALITY AND RELIABILITY ENGINEERING INTERNATIONAL, cilt.30, sa.7, ss.993-1002, 2014 (SCI-Expanded) identifier identifier

  • Yayın Türü: Makale / Tam Makale
  • Cilt numarası: 30 Sayı: 7
  • Basım Tarihi: 2014
  • Doi Numarası: 10.1002/qre.1711
  • Dergi Adı: QUALITY AND RELIABILITY ENGINEERING INTERNATIONAL
  • Derginin Tarandığı İndeksler: Science Citation Index Expanded (SCI-EXPANDED), Scopus
  • Sayfa Sayıları: ss.993-1002
  • Anahtar Kelimeler: Cook's distance, influential observation, jackknife-after-bootstrap, masking, swamping, MODELS
  • Dokuz Eylül Üniversitesi Adresli: Evet

Özet

In this study, we propose a delete-2 jackknife-after-bootstrap method to refine the cut-offs for the well-known diagnostic measure Cook's distance when the data have multiple influential data points with masking and swamping effects. The performance of the proposed method is compared with one of the most recent approaches in the literature through real world examples as well as a designed simulation study. Copyright (C) 2014 John Wiley & Sons, Ltd.