%Aigaion2 BibTeX export from Bibliography Database of the Working Group on Computational Intelligence %Wednesday 22 January 2025 06:10:46 AM @INPROCEEDINGS{moewes_unification_2008, author = {Moewes, Christian and Kruse, Rudolf}, editor = {Verdegay, Jos{\'{e}} Luis and Magdalena, Luis and Ojeda-Aciego, Manuel}, keywords = {Binary Classification, Fuzzy Rules, fuzzy SVM, Support Vector Machine}, month = jun, title = {Unification of Fuzzy {SVMs} and Rule Extraction Methods through imprecise Domain Knowledge}, booktitle = {Proceedings of the International Conference on Information Processing and Management of Uncertainty in Knowledge-Based Systems (IPMU-08)}, year = {2008}, pages = {1527--1534}, location = {Torremolinos (M{\'{a}}laga)}, organization = {University of M{\'{a}}laga}, url = {http://www.gimac.uma.es/ipmu08/proceedings/papers/203-Moewes.pdf}, abstract = {In this paper, we want to motivate the combination of kernel-based methods with fuzzy rule extraction methods to describe uncertain domains by fuzzy models. We thus introduce and motivate the concept of a fuzzy support vector machine (FSVM) to incorporate impreciseness into kernel machines. Furthermore, we present the idea of a positive definite fuzzy classifier (PDFC), the rules of which are obtained by kernel-based models. We conclude with two vague conceptions to associate FSVM with PDFC to finally obtain understandable and meaningful fuzzy rules.} }