Přístupnostní navigace
E-application
Search Search Close
Publication detail
FUSEK, M.
Original Title
On testing reduction of a left-censored Weibull distribution to an exponential submodel
Type
journal article in Scopus
Language
English
Original Abstract
When analyzing environmental or chemical data, it is often necessary to deal with left-censored observations. Since the distribution of the observed variable is often asymmetric, the exponential or the Weibull distribution can be used. This paper summarizes statistical model of a multiply left-censored Weibull distribution, and estimation of its parameters and their variances using the expected Fisher information matrix. Since in many situations the Weibull distribution is unnecessarily complicated for data modelling, statistical tests (the Lagrange multiplier test, the likelihood ratio test, the Wald test) for assessing suitability of replacement of the censored Weibull distribution with the exponential submodel are introduced and their power functions are analyzed using simulations.
Keywords
Asymptotic tests, multiply left-censored data, Fisher information matrix, maximum likelihood
Authors
Released
20. 6. 2017
ISBN
1803-3814
Periodical
Mendel Journal series
Year of study
23
Number
1
State
Czech Republic
Pages from
179
Pages to
184
Pages count
6
BibTex
@article{BUT137290, author="Michal {Fusek}", title="On testing reduction of a left-censored Weibull distribution to an exponential submodel", journal="Mendel Journal series", year="2017", volume="23", number="1", pages="179--184", issn="1803-3814" }