Publication | Closed Access
Detection of Influential Observation in Linear Regression
2.3K
Citations
7
References
2000
Year
Parameter EstimationEngineeringNew MeasureEstimation StatisticPredictive AnalyticsEconometricsBiostatisticsStatistical InferenceParameter VectorRegression AnalysisInfluential ObservationEstimation TheoryConfidence EllipsoidsStatisticsInfluence Model
A new measure based on confidence ellipsoids is developed for judging the contribution of each data point to the determination of the least squares estimate of the parameter vector in full rank linear regression models. It is shown that the measure combines information from the studentized residuals and the variances of the residuals and predicted values. Two examples are presented.
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