CF-integrals: A new family of pre-aggregation functions with application to fuzzy rule-based classification systems
The result's identifiers
Result code in IS VaVaI
<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F67985556%3A_____%2F18%3A00485363" target="_blank" >RIV/67985556:_____/18:00485363 - isvavai.cz</a>
Result on the web
<a href="http://dx.doi.org/10.1016/j.ins.2017.12.029" target="_blank" >http://dx.doi.org/10.1016/j.ins.2017.12.029</a>
DOI - Digital Object Identifier
<a href="http://dx.doi.org/10.1016/j.ins.2017.12.029" target="_blank" >10.1016/j.ins.2017.12.029</a>
Alternative languages
Result language
angličtina
Original language name
CF-integrals: A new family of pre-aggregation functions with application to fuzzy rule-based classification systems
Original language description
This paper introduces the family of CF-integrals, which are pre-aggregations functions that generalizes the Choquet integral considering a bivariate function F that is left 0-absorbent. We show that CF-integrals are 1->-pre-aggregation functions, studying in which conditions they are idempotent and/or averaging functions. This characterization is an important issue of our approach, since we apply these functions in the Fuzzy Reasoning Method (FRM) of a fuzzy rule-based classification system and, in the literature, it is possible to observe that non-averaging aggregation functions usually provide better results. We carry out a study with several subfamilies of CF-integrals having averaging or non-averaging characteristics. As expected, the proposed non-averaging CF-integrals obtain more accurate results than the averaging ones, thus, offering new possibilities for aggregating accurately the information in the FRM. Furthermore, it allows us to enhance the results of classical FRMs like the winning rule and the additive combination.
Czech name
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Czech description
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Classification
Type
J<sub>imp</sub> - Article in a specialist periodical, which is included in the Web of Science database
CEP classification
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OECD FORD branch
10101 - Pure mathematics
Result continuities
Project
—
Continuities
I - Institucionalni podpora na dlouhodoby koncepcni rozvoj vyzkumne organizace
Others
Publication year
2018
Confidentiality
S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů
Data specific for result type
Name of the periodical
Information Sciences
ISSN
0020-0255
e-ISSN
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Volume of the periodical
435
Issue of the periodical within the volume
1
Country of publishing house
US - UNITED STATES
Number of pages
17
Pages from-to
94-110
UT code for WoS article
000425565300007
EID of the result in the Scopus database
2-s2.0-85040323043