
doi: 10.1007/bf02481097
This paper deals with the estimation of the function \(\psi_ 0=-f'\!_ 0/f_ 0\) from independent random variables \(X_ 1,...,X_ n\) with common unknown density \(f_ 0\) and cumulative distribution function \(F_ 0\). From the remark that, under mild conditions, \(\psi_ 0\) is the unique minimizer of \(\int [\psi^ 2-2\psi ']dF_ 0\) the author proposes as an estimate of \(\psi_ 0\) the function \(\psi_{n,\lambda}\) minimizing \[ \lambda \int [L\psi]^ 2+\int [\psi^ 2-2\psi ']dF_ n \] where \(F_ n\) is the empirical distribution function and L is a linear differential operator. Suitable assumptions involve (a.s.) the existence and uniqueness of \(\psi_{n,\lambda}\); a linear system is given which yields this estimate. The case \(L=d^ 2/dx^ 2\) gives the maximum likelihood normal estimate as the limit of \(\psi_{n,\lambda}\) for \(\lambda\) tending to infinity. Asymptotics under periodicity assumptions indicate that the estimator is consistent and achieves the optimal rate of convergence.
roughness penalty, empirical distribution function, optimal rate of convergence, logarithmic derivative, linear differential operator, density estimation, spline function, penalized estimators, maximum likelihood normal estimate, Nonparametric estimation
roughness penalty, empirical distribution function, optimal rate of convergence, logarithmic derivative, linear differential operator, density estimation, spline function, penalized estimators, maximum likelihood normal estimate, Nonparametric estimation
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