Publication | Open Access
General strategies for the analysis of ringing data
101
Citations
29
References
1999
Year
EngineeringMeasurementStatistical FoundationSpectrum EstimationUncertain DataSignal IntegrityData ScienceUncertainty QuantificationManagementNoiseConsistent StrategyData DredgingStatisticsGeneral StrategiesLikelihood TheoryEstimation StatisticModel ComparisonData ProcessingStatistical InferenceModel UncertaintyWaveform Analysis
A general, consistent strategy for data analysis is outlined, based on information and likelihood theory. A priori considerations lead to the definition of a set of candidate models, simple criteria are useful in ranking and calibrating the models based on estimates of (relative) Kullback-Leibler information, inference can be based on either the best model or a weighted average of several models. Model selection uncertainty can be quantified and should be incorporated into estimators of precision. Some comments are offered on statistical hypothesis testing and data dredging.
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