On-line nonparametric estimation

A survey of some recent results on nonparametric on-line estimation is presented. The first result deals with an on-line estimation for a smooth signal S(t) in the classic ‘signal plus Gaussian white noise’ model. Then an analogous on-line estimator for the regression estimation problem with equidis...

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Detalles Bibliográficos
Autor: Khasminskii, Rafail
Tipo de recurso: artículo
Fecha de publicación:2004
País:España
Institución:Universitat Politècnica de Catalunya (UPC)
Repositorio:UPCommons. Portal del coneixement obert de la UPC
Idioma:inglés
OAI Identifier:oai:upcommons.upc.edu:2099/3748
Acceso en línea:https://hdl.handle.net/2099/3748
Access Level:acceso abierto
Palabra clave:Inference
Inferència
Processos estocàstics
Classificació AMS::62 Statistics::62G Nonparametric inference
Classificació AMS::62 Statistics::62M Inference from stochastic processes
Descripción
Sumario:A survey of some recent results on nonparametric on-line estimation is presented. The first result deals with an on-line estimation for a smooth signal S(t) in the classic ‘signal plus Gaussian white noise’ model. Then an analogous on-line estimator for the regression estimation problem with equidistant design is described and justified. Finally some preliminary results related to the on-line estimation for the diffusion observed process are described.