Proceedings of the 7th conference of the European Society for Fuzzy Logic and Technology (EUSFLAT-11)

Session: S5-6: Fuzzy Logic in machine learning - Data Mining

5 articles
Proceedings Article

A Fuzzy Rule Mining Approach involving Absent Items

Miguel Delgado, Maria Dolores Ruiz, Daniel Sanchez, José Maria Serrano
In this paper we present how to extract fuzzy association rules involving both the presence and the absence of items using a fuzzy rule mining procedure introduced by the authors in previous works. The rule mining procedure is based on the GUHA logical model, fuzzified via a recently proposed representation...
Proceedings Article

Membership-based clustering of heterogeneous fuzzy data

Gernot Herbst, Arne-Jens Hempel, Rainer Fletling, Steffen F. Bocklisch
This article contributes to clustering and fuzzy modelling of data such that specific characteristics of each datum can be incorporated. Particularly, each object may exhibit an individual area of influence in its feature space, for which it is representative. For such objects, a similarity measure is...
Proceedings Article

Cluster Tendency Assessment for Fuzzy Clustering of Incomplete Data

Ludmila Himmelspach, Daniel Hommers, Stefan Conrad
The quality of results for partitioning clustering algorithms depends on the assumption made on the number of clusters presented in the data set. Applying clustering methods on real data missing values turn out to be an additional challenging problem for clustering algorithms. Fuzzy clustering approaches...
Proceedings Article

M-Estimator induced Fuzzy Clustering Algorithms

Roland Winkler, Frank Klawonn, Rudolf Kruse
M-estimators can be seen as a special case of robust clustering algorithms. In this paper, we present the reversed direction and show that clustering algorithms can be constructed by using M-estimators. A clever normalization is used to link the values of several M-estimator prototypes together in one...
Proceedings Article

Genetic Programming for Optimizing Fuzzy Gradual Pattern Discovery

Sarra Ayouni, Sadok Ben Yahi, Anne Laurent, Pascal Poncelet