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LINEAR REGRESSION MODEL ESTİMATİON FOR RIGHT CENSORED DATA

Year 2016, Special Issue 2016, 21 - 22, 26.05.2016

Abstract

In this study, firstly we will define a right censored data. If we say shortly right-censored data is censoring values that above the exact line. This may be related with scaling device. And then  we will use response variable acquainted from right-censored explanatory variables. Then the linear regression model will be estimated. For censored data’s existence, Kaplan-Meier weights will be used for  the estimation of the model. With the weights regression model  will be consistent and unbiased with that.   And also there is a method for the censored data that is a semi parametric regression and this method also give  useful results  for censored data too. This study also might be useful for the health studies because of the censored data used in medical issues generally.

References

  • AYDIN, D., Estimations And Inferences In Semi parametric Regression Modelling Using Smoothing Spline Approach, Anadolu Üniversitesi İstatistik Bölümü(2005)
  • CHEN S., KHAN S., Semi parametric Estimation Of a Partially Linear Model, Econometric Theory, 567-590(2001)
  • ENGLE, R. F., GRANGER, C. W., RICE, J., WEISS A., Semi parametric Estimates Of The Relation Between Weather and Electricity Sales, Journal Of The American Statistical Association, 310-320(1986)
  • HARDLE, W., LIANG, H., Large Sample Theory Of The Estimation Of The Error Distribution For Parameters In a Semi Parametric Regression Models, Communications In Statistics, Theory And Methods(1999)
  • KOUL, H., SUSARLA, V., VAN RYZIN, J., Regression Analysis With Randomly Right-Censored Data, Journal Of The Annals Of Statistics , 1276-1285(1981)
  • LAI, T. L., And YING, Z. L., Asymptotically Efficient Estimation In Censored And Truncated Regression Models, Statistica Sinica, 2, 17-46(1992)
  • MILLER, R., HALPERN, J. Regression With Censored Data, Biometrika, 521-531(2011)
  • SHICK, A., On Asymptotically Efficient Estimation In Semi parametric Model, Annals In Statistics, 14, 1139-1151(1986)
Year 2016, Special Issue 2016, 21 - 22, 26.05.2016

Abstract

References

  • AYDIN, D., Estimations And Inferences In Semi parametric Regression Modelling Using Smoothing Spline Approach, Anadolu Üniversitesi İstatistik Bölümü(2005)
  • CHEN S., KHAN S., Semi parametric Estimation Of a Partially Linear Model, Econometric Theory, 567-590(2001)
  • ENGLE, R. F., GRANGER, C. W., RICE, J., WEISS A., Semi parametric Estimates Of The Relation Between Weather and Electricity Sales, Journal Of The American Statistical Association, 310-320(1986)
  • HARDLE, W., LIANG, H., Large Sample Theory Of The Estimation Of The Error Distribution For Parameters In a Semi Parametric Regression Models, Communications In Statistics, Theory And Methods(1999)
  • KOUL, H., SUSARLA, V., VAN RYZIN, J., Regression Analysis With Randomly Right-Censored Data, Journal Of The Annals Of Statistics , 1276-1285(1981)
  • LAI, T. L., And YING, Z. L., Asymptotically Efficient Estimation In Censored And Truncated Regression Models, Statistica Sinica, 2, 17-46(1992)
  • MILLER, R., HALPERN, J. Regression With Censored Data, Biometrika, 521-531(2011)
  • SHICK, A., On Asymptotically Efficient Estimation In Semi parametric Model, Annals In Statistics, 14, 1139-1151(1986)
There are 8 citations in total.

Details

Journal Section Journals
Authors

Ersin Yılmaz

Dursun Aydın This is me

Publication Date May 26, 2016
Published in Issue Year 2016 Special Issue 2016

Cite

APA Yılmaz, E., & Aydın, D. (2016). LINEAR REGRESSION MODEL ESTİMATİON FOR RIGHT CENSORED DATA. Mugla Journal of Science and Technology21-22.
AMA Yılmaz E, Aydın D. LINEAR REGRESSION MODEL ESTİMATİON FOR RIGHT CENSORED DATA. Mugla Journal of Science and Technology. Published online May 1, 2016:21-22.
Chicago Yılmaz, Ersin, and Dursun Aydın. “LINEAR REGRESSION MODEL ESTİMATİON FOR RIGHT CENSORED DATA”. Mugla Journal of Science and Technology, May (May 2016), 21-22.
EndNote Yılmaz E, Aydın D (May 1, 2016) LINEAR REGRESSION MODEL ESTİMATİON FOR RIGHT CENSORED DATA. Mugla Journal of Science and Technology 21–22.
IEEE E. Yılmaz and D. Aydın, “LINEAR REGRESSION MODEL ESTİMATİON FOR RIGHT CENSORED DATA”, Mugla Journal of Science and Technology, pp. 21–22, May 2016.
ISNAD Yılmaz, Ersin - Aydın, Dursun. “LINEAR REGRESSION MODEL ESTİMATİON FOR RIGHT CENSORED DATA”. Mugla Journal of Science and Technology. May 2016. 21-22.
JAMA Yılmaz E, Aydın D. LINEAR REGRESSION MODEL ESTİMATİON FOR RIGHT CENSORED DATA. Mugla Journal of Science and Technology. 2016;:21–22.
MLA Yılmaz, Ersin and Dursun Aydın. “LINEAR REGRESSION MODEL ESTİMATİON FOR RIGHT CENSORED DATA”. Mugla Journal of Science and Technology, 2016, pp. 21-22.
Vancouver Yılmaz E, Aydın D. LINEAR REGRESSION MODEL ESTİMATİON FOR RIGHT CENSORED DATA. Mugla Journal of Science and Technology. 2016:21-2.

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