Rekurzivní postupy pro detekci změny rozdělení
Recursive procedures for detection of changes
diploma thesis (DEFENDED)
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http://hdl.handle.net/20.500.11956/13279Identifiers
Study Information System: 43962
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- Kvalifikační práce [11216]
Author
Advisor
Referee
Černíková, Alena
Faculty / Institute
Faculty of Mathematics and Physics
Discipline
Probability, mathematical statistics and econometrics
Department
Department of Probability and Mathematical Statistics
Date of defense
17. 9. 2007
Publisher
Univerzita Karlova, Matematicko-fyzikální fakultaLanguage
Czech
Grade
Excellent
In the thesis we study a sequential monitoring scheme for detecting a change in variance. We assume to have a stable historical period of length m. The goal is to propose tests with asymptotically small probability of type I error and power 1 as m tends to infinity. Two such procedures were proposed. The first uses estimates of variance from the historical period, the second uses recursive estimates. The distribution under the null hypothesis and also under the alternative hypothesis was derived for both test statistics. Furthermore a simulation study for of the finite sample performance of the monitoring schemes was conducted.