Title On-line density estimators with high efficiency
Authors Ola Hössjer, Ulla Holst
Alternative Location http://ieeexplore.ieee.org/..., Restricted Access
Alternative Location http://dx.doi.org/10.1109/1...
Publication IEEE Transactions on Information Theory
Year 1995
Volume 41
Issue 3
Pages 829 - 833
Document type Article
Status Published
Quality controlled Yes
Language eng
Publisher IEEE
Abstract English We present on-line procedures for estimating density functions and their derivatives. At each step, M terms are updated. By increasing M the efficiency compared to the traditional off-line kernel density estimator tends to one. Already for M = 2, it exceeds 99.1% for kernel orders and derivatives of practical interest.
Keywords recursive density estimator, Asymptotic mean-squared error, efficiency, kernel density estimator, on-line density estimator, on-line bandwidth selection,
ISBN/ISSN/Other ISSN: 0018-9448

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