lfl: An R Package for Linguistic Fuzzy Logic
The result's identifiers
Result code in IS VaVaI
<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F61988987%3A17610%2F22%3AA23026CR" target="_blank" >RIV/61988987:17610/22:A23026CR - isvavai.cz</a>
Result on the web
<a href="https://www.sciencedirect.com/science/article/pii/S0165011421002475?via%3Dihub" target="_blank" >https://www.sciencedirect.com/science/article/pii/S0165011421002475?via%3Dihub</a>
DOI - Digital Object Identifier
<a href="http://dx.doi.org/10.1016/j.fss.2021.07.007" target="_blank" >10.1016/j.fss.2021.07.007</a>
Alternative languages
Result language
angličtina
Original language name
lfl: An R Package for Linguistic Fuzzy Logic
Original language description
This paper presents an R package that supports the use of fuzzy relational calculus and linguistic fuzzy logic in data processing applications. Thelflpackage enables computing compositions of fuzzy relations enhanced with distinct extensions, such as excluding features, unavoidable features, or generalized quantifiers. Furthermore, it provides tools for transformation of data into fuzzy sets representing linguistic expressions, mining of linguistic fuzzy association rules, and performing an inference on fuzzy rule bases using the Perception-based logical deduction (PbLD). The package also enables to use the Fuzzy rule-based ensemble, a tool for time series forecasting based on an ensemble of forecasts from several individual methods implemented in R. To the best of the authors’ knowledge, there is no other open source software that would provide free tools covering the above-described fragments of the fuzzy modeling area. Therefore, we find highly desirable to allow the community to get familiar with the tools as well as their implementation.
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
10200 - Computer and information sciences
Result continuities
Project
<a href="/en/project/GA20-07851S" target="_blank" >GA20-07851S: Fuzzy relational structures in approximate reasoning</a><br>
Continuities
P - Projekt vyzkumu a vyvoje financovany z verejnych zdroju (s odkazem do CEP)
Others
Publication year
2022
Confidentiality
S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů
Data specific for result type
Name of the periodical
FUZZY SET SYST
ISSN
0165-0114
e-ISSN
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Volume of the periodical
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Issue of the periodical within the volume
03/2022
Country of publishing house
NL - THE KINGDOM OF THE NETHERLANDS
Number of pages
38
Pages from-to
1-38
UT code for WoS article
000759790100001
EID of the result in the Scopus database
2-s2.0-85111796002