Exclusion/Inclusion fuzzy classification network / Andrzej Bargiela, Witold Pedrycz, Masahiro Tanaka // W: Knowledge-Based Intelligent Information and Engineering Systems : 7th INternational Conference, ... więcej

Exclusion/Inclusion fuzzy classification network / Andrzej Bargiela, Witold Pedrycz, Masahiro Tanaka // W: Knowledge-Based Intelligent Information and Engineering Systems : 7th INternational Conference, KES 2003, Oxford, UK, September 2003 : proceedings. Pt. 1 [Dokument elektroniczny] / eds. Vasile Palade, Robert J. Howlett, Lakhmi Jain. – Berlin ; Heidelberg : Springer International Publishing, 2003. – (Lecture Notes in Computer Science, ISSN 1611-3349 ; 2773). – S. 1236-1241 : rys., tab. – Tryb dostępu: http://link.springer.com/chapter/10.1007%2F978-3-540-45224-9_167. – Bibliogr. 7 poz., Abstr. – doi: 10.1007/978-3-540-45224-9_167. – ISBN 978-3-540-45224-9 (online). – ISBN 978-3-540-40803-1 (print)

The paper introduces an exclusion/inclusion fuzzy classification neural network. The network is based on our GFMM [3] and it allows for two distinct types of hyperboxes to be created: inclusion hyperboxes ... więcej

The paper introduces an exclusion/inclusion fuzzy classification neural network. The network is based on our GFMM [3] and it allows for two distinct types of hyperboxes to be created: inclusion hyperboxes that correspond directly to those considered in GFMM, and exclusion hyperboxes that represent contentious areas of the pattern space. The subtraction of the exclusion hyperboxes from the inclusion hyperboxes, implemented by EFC, provides for a more efficient coverage of complex topologies of data clusters.