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Methods of construction of OWA operators from data

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conference contribution
posted on 2001-01-01, 00:00 authored by Gleb BeliakovGleb Beliakov
This paper investigates the problem of obtaining the weights of the ordered weighted aggregation (OWA) operators from observations. The problem is formulated as a restricted least squares and uniform approximation problems. We take full advantage of the linearity of the problem. In the former case, a well known technique of non-negative least squares is used. In a case of uniform approximation, we employ a recently developed cutting angle method of global optimisation. Both presented methods give results superior to earlier approaches, and do not require complicated nonlinear constructions. Additional restrictions, such as degree of orness of the operator, can be easily introduced

History

Pagination

184 - 187

Location

University fo Melbourne

Open access

  • Yes

Start date

2001-12-02

End date

2001-12-05

ISBN-13

9780780372931

ISBN-10

078037293X

Language

eng

Notes

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Publication classification

E1 Full written paper - refereed

Copyright notice

2001, IEEE

Editor/Contributor(s)

H Yan