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On a Paradox of Extended Linguistic Summaries

Wilbik, A, Havens, T and Wilkin, T 2020, On a Paradox of Extended Linguistic Summaries, in IEEE International Conference on Fuzzy Systems (FUZZ-IEEE), IEEE, Piscataway, NJ, doi: 10.1109/FUZZ48607.2020.9177598.

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Title On a Paradox of Extended Linguistic Summaries
Author(s) Wilbik, A
Havens, T
Wilkin, TORCID iD for Wilkin, T orcid.org/0000-0003-4059-1354
Conference name IEEE International Conference on Fuzzy Systems
Conference location Glasgow, United Kingdom
Conference dates 2020/07/19 - 2020/07/24
Title of proceedings IEEE International Conference on Fuzzy Systems (FUZZ-IEEE)
Editor(s) Zhang, M
Publication date 2020
Total pages 5
Publisher IEEE
Place of publication Piscataway, NJ
Keyword(s) CORE2020 A
Summary Continued developments in information technologies allows for increasingly more data to be collected for decision making purposes. While statistical summaries and aggregations are commonly applied to such data, linguistic summaries capture essential features and relationships in the data and better support human users to understand complex data sets. The basic quality measure of linguistic summaries is the truth value, describing the validity of the sentence. Several methods for calculating the truth value have been proposed. In this paper we analyze several popular methods and show a strange, contradictory behavior in case of extended protoforms, which can result in misleading or non-intuitive results to the user. These results highlight the need for further research into linguistic summarization and the computation of truth values for real data sets.
Notes Conference was held online due to the COVID-19 pandemic.
ISBN 978-1-7281-6932-3
ISSN 1558-4739
Language eng
DOI 10.1109/FUZZ48607.2020.9177598
Indigenous content off
HERDC Research category E1 Full written paper - refereed
Copyright notice ©2020, IEEE
Free to Read? Yes
Persistent URL http://hdl.handle.net/10536/DRO/DU:30141077

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Every reasonable effort has been made to ensure that permission has been obtained for items included in DRO. If you believe that your rights have been infringed by this repository, please contact drosupport@deakin.edu.au.