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Statistical modelling of functional data
Author(s) -
Besse Philippe C.,
Cardot Hervé,
Faivre Robert,
Goulard Michel
Publication year - 2005
Publication title -
applied stochastic models in business and industry
Language(s) - English
Resource type - Journals
SCImago Journal Rank - 0.413
H-Index - 40
eISSN - 1526-4025
pISSN - 1524-1904
DOI - 10.1002/asmb.539
Subject(s) - computer science , regularization (linguistics) , econometrics , estimation , statistical model , machine learning , artificial intelligence , mathematics , economics , management
This paper presents some statistical models and estimation procedures when the explanatory variables are functions. We put the stress on the fact that regularization techniques are needed in order to get stable and reliable estimations. Then, an application in remote sensing in presented. It shows the potential of these kind of models to handle real life problems. Copyright © 2005 John Wiley & Sons, Ltd.