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Lineer Modellerde Yarı Uzay Derinliğine Dayalı Dengeli Bootstrap Güven Bölgeleri

Yıl 2003, Cilt: 2 Sayı: 3, 63 - 72, 15.12.2003

Öz

Bir lineer modelde parametrelere ilişkin güven bölgelerinin oluşturulmasında son yıllarda uygulaması yaygınlaşmaya başlayan derinlik kavramı kullanılarak dengeli bootstrap güven bölgelerinin nasıl oluşturulabileceği bir uygulama ile gösterilmiştir.

Kaynakça

  • DONOHO. L. DAVID and GASKO, M. (1992). Estimates Based on Halfspace Depth and Projected Outlyingness. Ann. Statist., Vol. 20, No. 4, 1803-1827.
  • EFRON, B. ( 1982). The Jackknife, the Bootstrap and Other Resampling Plans. SIAM, Philadelphia,PA, U.S.A
  • GRAYBILL, F. A. (1976). Theory and Application of the Linear Model. Duxbury Press, North Scituate , Mass., U.S.A.
  • HALL, P. (1992). The Bootstrap and Edgeworth Expansion. Springer-Verlag, New York. U.S.A..
  • LEHMANN, E. L. (1999). Elements of Large-Sample Theory. Springer-Verlag, New York, U.SA.
  • LIU, R. Y. (1990), on a Notion of Data Depth Based on Random Simplicies. Ann. Statis Vol. 18, No. 1,405-414.
  • LIU, REGINA Y., PARELIUS, JESSE M. and SINGH, K. (1999). Multivariate Analysis by Data Depth: Descriptive Statistics, Graphies and Inference. Ann. Statist., Vol. 27, No. 3, 783-858.
  • QUMSIYEH, MAHER B. (1994). Bootsrapping and Empirical Edgeworth Expansions in Multiple Lineer Regression Models. Commumications in Statistics: Theory and Methods, 23(11), 3227-3239.
  • ROUSSEEUW, PETER J. and RUTS, I. (1996). Bivariate Location Depth. Appl. Statis. Vol. 45, No:4, 516-526.
  • ROUSSEEUW, PETER J. and RUTS, I. (1999). The Depth Function of a Population Distribution. Metrika, 9, 213-244.
  • YEH, ARTHUR B. and SINGH, K. (1997). Balanced Confidence Regions Based on Tukey's Depth and the Bootstrap. J. R. Statist. Soc. B, Vol. 59, No.3, 639-652.
  • ZUO, Y. and SERFLING, R. (2000). Structural Properties and Convergence Results for Contours of Sample Statistical Depth Functions. Ann . Statist., Vol. 28, No. 2, 483-499.

Balanced Bootstrap Confidence Regions in Lineer Models Based on Half Space Depth

Yıl 2003, Cilt: 2 Sayı: 3, 63 - 72, 15.12.2003

Öz

A balanced bootstrap confidence region has been studied and examplified for a linear model parameters by data depth a Notion which have become increasingly used in multivariate data analysis in recent years.

Kaynakça

  • DONOHO. L. DAVID and GASKO, M. (1992). Estimates Based on Halfspace Depth and Projected Outlyingness. Ann. Statist., Vol. 20, No. 4, 1803-1827.
  • EFRON, B. ( 1982). The Jackknife, the Bootstrap and Other Resampling Plans. SIAM, Philadelphia,PA, U.S.A
  • GRAYBILL, F. A. (1976). Theory and Application of the Linear Model. Duxbury Press, North Scituate , Mass., U.S.A.
  • HALL, P. (1992). The Bootstrap and Edgeworth Expansion. Springer-Verlag, New York. U.S.A..
  • LEHMANN, E. L. (1999). Elements of Large-Sample Theory. Springer-Verlag, New York, U.SA.
  • LIU, R. Y. (1990), on a Notion of Data Depth Based on Random Simplicies. Ann. Statis Vol. 18, No. 1,405-414.
  • LIU, REGINA Y., PARELIUS, JESSE M. and SINGH, K. (1999). Multivariate Analysis by Data Depth: Descriptive Statistics, Graphies and Inference. Ann. Statist., Vol. 27, No. 3, 783-858.
  • QUMSIYEH, MAHER B. (1994). Bootsrapping and Empirical Edgeworth Expansions in Multiple Lineer Regression Models. Commumications in Statistics: Theory and Methods, 23(11), 3227-3239.
  • ROUSSEEUW, PETER J. and RUTS, I. (1996). Bivariate Location Depth. Appl. Statis. Vol. 45, No:4, 516-526.
  • ROUSSEEUW, PETER J. and RUTS, I. (1999). The Depth Function of a Population Distribution. Metrika, 9, 213-244.
  • YEH, ARTHUR B. and SINGH, K. (1997). Balanced Confidence Regions Based on Tukey's Depth and the Bootstrap. J. R. Statist. Soc. B, Vol. 59, No.3, 639-652.
  • ZUO, Y. and SERFLING, R. (2000). Structural Properties and Convergence Results for Contours of Sample Statistical Depth Functions. Ann . Statist., Vol. 28, No. 2, 483-499.
Toplam 12 adet kaynakça vardır.

Ayrıntılar

Birincil Dil Türkçe
Konular İstatistik
Bölüm Araştırma Makaleleri
Yazarlar

İhsan Karabulut

Fikri Öztürk

Yayımlanma Tarihi 15 Aralık 2003
Yayımlandığı Sayı Yıl 2003 Cilt: 2 Sayı: 3

Kaynak Göster

APA Karabulut, İ., & Öztürk, F. (2003). Lineer Modellerde Yarı Uzay Derinliğine Dayalı Dengeli Bootstrap Güven Bölgeleri. İstatistik Araştırma Dergisi, 2(3), 63-72.