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Adaptive estimation of the intensity of inhomogeneous Poisson processes via concentration inequalities
by
Reynaud-Bouret, Patricia
in
Distribution theory
/ Estimators
/ Exact sciences and technology
/ Inequalities
/ Lower bounds
/ Mathematics
/ Minimax technique
/ Nonparametric inference
/ Poisson density functions
/ Probability
/ Probability and statistics
/ Probability theory and stochastic processes
/ Sciences and techniques of general use
/ Smoothness
/ Statistics
2003
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Adaptive estimation of the intensity of inhomogeneous Poisson processes via concentration inequalities
by
Reynaud-Bouret, Patricia
in
Distribution theory
/ Estimators
/ Exact sciences and technology
/ Inequalities
/ Lower bounds
/ Mathematics
/ Minimax technique
/ Nonparametric inference
/ Poisson density functions
/ Probability
/ Probability and statistics
/ Probability theory and stochastic processes
/ Sciences and techniques of general use
/ Smoothness
/ Statistics
2003
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Do you wish to request the book?
Adaptive estimation of the intensity of inhomogeneous Poisson processes via concentration inequalities
by
Reynaud-Bouret, Patricia
in
Distribution theory
/ Estimators
/ Exact sciences and technology
/ Inequalities
/ Lower bounds
/ Mathematics
/ Minimax technique
/ Nonparametric inference
/ Poisson density functions
/ Probability
/ Probability and statistics
/ Probability theory and stochastic processes
/ Sciences and techniques of general use
/ Smoothness
/ Statistics
2003
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Adaptive estimation of the intensity of inhomogeneous Poisson processes via concentration inequalities
Journal Article
Adaptive estimation of the intensity of inhomogeneous Poisson processes via concentration inequalities
2003
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Overview
In this paper, we establish oracle inequalities for penalized projection estimators of the intensity of an inhomogeneous Poisson process. We study consequently the adaptive properties of penalized projection estimators. At first we provide lower bounds for the minimax risk over various sets of smoothness for the intensity and then we prove that our estimators achieve these lower bounds up to some constants. The crucial tools to obtain the oracle inequalities are new concentration inequalities for suprema of integral functionals of Poisson processes which are analogous to Talagrand's inequalities for empirical processes.
Publisher
Springer,Springer Nature B.V
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