Proceedings of the 8th conference of the European Society for Fuzzy Logic and Technology (EUSFLAT-13)

Session: Interpretable Fuzzy Systems

5 articles
Proceedings Article

Determination of regional variants in the versification of Estonian folksongs using an interpretable fuzzy rule-based classifier

Andri Riid, Mari Sarv
In this paper, a method of hierarchical clustering and a selection of fuzzy classification algorithms are applied successively to the data set that contains measured characteristics of folk verses collected from 104 historical parishes of Estonia. The aim of the study is to detect the groups of parishes...
Proceedings Article

A Stochastic Model for Analyzing the Interpretability-Accuracy Trade-off in Interpretable Fuzzy Systems Using Nested Hyperball Structures

Balázs Krisztián, Koczy Laszlo T.
Our recent work proposed a new meaning preservation approach together with a parameterizable nested hyperball structured search space for interpretable fuzzy systems in order to solve a problem of inconsistency observed in conventional interpretablefuzzy knowledge bases and simultaneously to address...
Proceedings Article

Design of Strong Fuzzy Partitions from Cuts

Corrado Mencar, Marco Lucarelli, Ciro Castiello, Fanelli Anna Maria
The adoption of triangular fuzzy sets to define Strong Fuzzy Partitions (SFPs) is a common practice in the research community: due to their inherent simplicity, triangular fuzzy sets can be easily derived from data by applying suitable clustering algorithms. However, the choice of triangular fuzzy sets...
Proceedings Article

Interpretable fuzzy system allowing to be framed in a profile photo through linguistic expressions

Patricia Conde Clemente, Jose M. Alonso, Gracian Trivino
This work was grounded in the idea that the user should not be a simple data summaries recipient, and explores the possibilities of building interpretable fuzzy control systems with human-in-the-loop. For this purpose, fuzzy computational perceptions are embedded in a highly interpretable linguistic...
Proceedings Article

Interpretability analysis of fuzzy association rules supported by fingrams

David P. Pancho, Jose M. Alonso, Jesús Alcalá-Fdez, Luis Magdalena
This work extends fuzzy inference-grams (fingrams) to fuzzy association rules (FAR), yielding FARFingrams. Their analysis pays attention to interpretability issues. An important open problem in association rule mining is the huge number of frequent itemsets and interesting rules to discover and communicate...