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IFS@EUSFLAT 2013 : Special Session on Interpretable fuzzy systems within EUSFLAT 2013 | |||||||||||||||
Link: http://www.ir.disco.unimib.it/eusflat2013/ | |||||||||||||||
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Call For Papers | |||||||||||||||
The aim of this special session is to discuss and disseminate the most recent advancements focused on interpretability of fuzzy systems. Many fuzzy algorithms and models are indeed aimed at extracting knowledge from data, and the acquired knowledge must be usually communicated to users. However, as far as such knowledge is difficult to understand by users, the acceptance of such methods may be seriously compromised. Interpretability must be the central point on system modeling. In fact, some of the hottest and most recent research topics like Precisiated Natural Language, Computing With Words, and Human Centric Computing strongly rely on the interpretability of the designed models. The challenge is to better exploit fuzzy logic techniques for improving the human-centric character of many intelligent systems.
Interpretability is therefore a key property of intelligent systems of practical use, but its human-centric character poses difficult challenges both in design and evaluation. The issue of interpretability is tackled in different ways by focusing on specific facets of system modeling, such as the formalization of interpretability in an algebraic structure, or the definition of constraints to be imposed during model design and tuning. Moreover, the evaluation of interpretability is a mandatory issue to validate and compare models. Scope of the session The topics of interest of this special session include (but are not limited to): Characterizations of interpretability Learning methods for interpretable models Interpretability evaluation and improvements Relations between interpretability and other criteria (such as accuracy, stability, etc.) Design issues Successful applications of interpretable fuzzy models Deadlines -Paper submission: March 1st, 2013. -Notification of acceptance/rejection: May 1st, 2013 -Camera-ready papers: June 15th, 2013 -Conference dates: September 11-13, 2013 In case you are interested in submitting a paper for this session, please do not forget selecting the right option ("Interpretable Fuzzy Systems") when uploading your work through the conference website: https://www.easychair.org/account/signin.cgi?conf=eusflat2013 Of course, papers submitted for special sessions are to be peer-reviewed with the same criteria used for the rest of contributed papers. As a result, all accepted papers will be included in the proceedings of EUSFLAT 2013. The organizers, Corrado Mencar, University of Bari, Italy (corrado.mencar@uniba.it) Ciro Castiello, University of Bari, Italy (ciro.castiello@uniba.it) José M. Alonso, European Centre for soft Computing, Spain (jose.alonso@softcomputing.es) Luis Magdalena, European Centre for soft Computing, Spain (luis.magdalena@softcomputing.es) |
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