In this study, the change point in mean of the sequence of the random variables from normal distribution under the case of having an outlier in the sequence is considered. Under with this case, the maximum likelihood estimate of the change point and the estimates of the change point using robust methods are computed. The performances of the maximum likelihood method and robust methods on the estimation of the change point according to outlier locations with different sample sizes are investigated via extensive simulation studies.
Key words: Change point; outlier; maximum likelihood method; robust methods; simulation.
Primary Language | English |
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Journal Section | Statistics |
Authors | |
Publication Date | January 2, 2014 |
Published in Issue | Year 2013 Volume: 26 Issue: 4 |