Publication | Closed Access
Monotonic change point estimation of generalized linear model-based regression profiles
13
Citations
33
References
2015
Year
Monotonic ChangeEconomicsParameter EstimationEngineeringPhase IiData ScienceShift DetectionEstimation StatisticBusinessEconometricsChange DetectionRegression AnalysisStatistical InferenceStep ChangeEstimation TheoryFunctional Data AnalysisStatisticsSemi-nonparametric Estimation
In this article, a maximum likelihood estimator is derived in the generalized linear model-based regression profiles under monotonic change in Phase II. The performance of the proposed estimator is comprehensively investigated through some special cases, and compared with estimators under step change and drift. The results show that the proposed estimator has better performance in small and medium shifts under different increasing changes. Finally, the applicability of the proposed estimator is illustrated using a real case.
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