Journal of the American Statistical Association · 1977 · 75 citations · 12 references
BusinessBiostatisticsEconometricsStatistical LearningStatistical ModelingCurve FittingGeneralized Linear ModelsRegressionMultivariate SplinesRestricted Cubic Spline ModelsSmoothing SplinesSpline EstimationSpline ModelingSpline RegressionSpline-based EstimationSplines
Abstract The standard cubic spline regression method is shown to be a special case of the restricted least-squares estimator. The equivalence of the two procedures under a common set of restrictions is proved. The greater flexibility of the restricted least-squares estimator in terms of the number of restrictions and tests of hypotheses that can be utilized is illustrated by an application to a set of data that has been previously analyzed by the spline method.
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E. J. Hannan, Henri Theil · Technometrics · 1973 · 3.2K citations
Linear Statistical Inference and Its Applications
N. L. Johnson, C. Radhakrishna Rao · Technometrics · 1966 · 520 citations
P. J. Lund, Kong Chu · Econometrica · 1971 · 434 citations
Spline Functions in Data Analysis
Svante Wold · Technometrics · 1974 · 381 citations