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http://hdl.handle.net/20.500.11861/7557
Title: | Fuzzified choquet integral with a fuzzy-valued integrand and its application on temperature prediction |
Authors: | Yang, Rong Wang, Zhen yuan Heng, Peng-Ann Prof. LEUNG Kwong Sak |
Issue Date: | 2008 |
Source: | IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics, 2008, Vol. 38 (2), pp. 367 - 380 |
Journal: | IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics |
Abstract: | In this paper, the original Choquet integral is generalized as a Fuzzified Choquet Integral with a Fuzzy-valued Integrand (FCIFI), which supports a fuzzy-valued integrand and an integration result. The calculation of the FCIFI is established on the Choquet integral with an interval-valued integrand (CIII). The definitions, properties, and calculation algorithms of the CIII and the FCIFI are discussed and proposed in this paper. As a specific application scheme, we designed a CIII regression model for the regression problems involving interval-valued data. This CIII regression model has a self-learning ability through a double genetic algorithm. Finally, a daily temperature predictor based on the CIII regression model is discussed, where a series of experiments is implemented to validate the performance of the predictor by real weather records from the Hong Kong Observatory. © 2008 IEEE. |
Type: | Peer Reviewed Journal Article |
URI: | http://hdl.handle.net/20.500.11861/7557 |
ISSN: | 10834419 |
DOI: | 10.1109/TSMCB.2007.911377 |
Appears in Collections: | Applied Data Science - Publication |
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