An overview of methods for linguistic summarization with fuzzy sets

FE Boran, D Akay, RR Yager - Expert Systems with Applications, 2016 - Elsevier
While the rapid development of information technology has made easy to store and access
the huge amount of data, it also brings another problem, that of how to extract potentially …

Logic-based technologies for intelligent systems: State of the art and perspectives

R Calegari, G Ciatto, E Denti, A Omicini - Information, 2020 - mdpi.com
Together with the disruptive development of modern sub-symbolic approaches to artificial
intelligence (AI), symbolic approaches to classical AI are re-gaining momentum, as more …

The linguistic summarization and the interpretability, scalability of fuzzy representations of multilevel semantic structures of word-domains

CH Nguyen, TL Pham, TN Nguyen, CH Ho… - Microprocessors and …, 2021 - Elsevier
The effect of the linguistic (L-) summarization mined from a given dataset D by a human-
made method M strongly depends on the fuzzy sets constructed to represent the L-words of …

Linguistic database summaries and their protoforms: towards natural language based knowledge discovery tools

J Kacprzyk, S Zadrożny - Information Sciences, 2005 - Elsevier
We consider linguistic data (base) summaries in the sense of Yager [Information Sciences
28 (1982) 69–86], exemplified by “most employees are young and well paid”(with some …

Computing with words is an implementable paradigm: Fuzzy queries, linguistic data summaries, and natural-language generation

J Kacprzyk, S Zadrozny - IEEE Transactions on Fuzzy Systems, 2010 - ieeexplore.ieee.org
We point out some relevant issues that are related to the computing-with-words (CWW)
paradigm and argue for an urgent need for a new, nontraditional look at the area, since the …

Linguistic summarization of time series using a fuzzy quantifier driven aggregation

J Kacprzyk, A Wilbik, S Zadrożny - Fuzzy Sets and Systems, 2008 - Elsevier
We propose new types of linguistic summaries of time-series data that extend those
proposed in our previous papers. The proposed summaries of time series refer to the …

[HTML][HTML] PLENARY: Explaining black-box models in natural language through fuzzy linguistic summaries

K Kaczmarek-Majer, G Casalino, G Castellano… - Information …, 2022 - Elsevier
We introduce an approach called PLENARY (exPlaining bLack-box modEls in Natural
lAnguage thRough fuzzY linguistic summaries), which is an explainable classifier based on …

Charles Ragin's fuzzy set qualitative comparative analysis (fsQCA) used for linguistic summarizations

JM Mendel, MM Korjani - Information Sciences, 2012 - Elsevier
Fuzzy Set Qualitative Comparative Analysis (fsQCA) is a methodology for obtaining linguistic
summarizations from data that are associated with cases. It was developed by the eminent …

Computing with words: Zadeh, turing, popper and occam

JM Mendel - IEEE computational intelligence magazine, 2007 - ieeexplore.ieee.org
In this article, after explaining Zadeh's computing with words (CWW) paradigm, I argue that
for this paradigm to be embraced, it must be validated using a Turinglike test, use a …

Towards human-centric aggregation via ordered weighted aggregation operators and linguistic data summaries: A new perspective on zadeh's inspirations

J Kacprzyk, RR Yager, JM Merigo - IEEE Computational …, 2019 - ieeexplore.ieee.org
This work presents a new perspective on how Zadeh's ideas related to fuzzy logic and
computing with words have influenced the crucial issue of information aggregation and have …