Journal of Time Series Analysis · 2012 · 166 citations · 8 references
Social SciencesBiostatisticsChange MeasurementEconometricsTime Series AnalysisChange DetectionChange-point DetectionPanel Data AnalysisPanel Data MethodsAsymptotic AnalysisChange-point EstimationCusum TestMonte Carlo ResamplingPanel Data EstimationStatistical Change DetectionTime-series Change Detection
We consider N panels and each panel is based on T observations. We are interested to test if the means of the panels remain the same during the observation period against the alternative that the means change at an unknown time. We provide tests which are derived from a likelihood argument and they are based on the adaptation of the CUSUM method to panel data. Asymptotic distributions are derived under the no change null hypothesis and the consistency of the tests are proven under the alternative. The asymptotic results are shown to work in case of small and moderate sample sizes via Monte Carlo simulations.
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Asymptotics for Linear Processes
Peter C.B. Phillips, Victor Solo · The Annals of Statistics · 1992 · 913 citations · Full text