Prototype-based rules and similarity-based methods
Objective: create logical rules based on similarity to prototypes, show that they are more general than fuzzy rules and provide an alternative to neurofuzzy system, develop similarity-based systems.
Participants:
Wlodzislaw Duch, Marcin Blachnik, Karol Grudzinski, Krzysztof Grabczewski
Time: early work done in 2000 with Karol Grudzinski, more since 2003 with Marcin Blachnik, summarized in his PhD: Prototype-based rules and their connections with fuzzy systems with applications in data classification (in Polish), Technical University of Silesia 2007, followed by more advanced meta-learning based on composition of transformations.
Relevant Projects:
Meta-learning and similarity-based methods.
Results: papers, talks, Matlab toolkit (Marcin):
see papers with Marcin Blachnik
on this list,
and talks on this topic
on this list
Main papers:
-
Duch W,
Similarity based methods: a general framework for classification, approximation and association,
Control and Cybernetics 29 (4) (2000) 937-968
-
Duch W, Adamczak R, Diercksen G.H.F,
Classification, Association and Pattern Completion using Neural Similarity Based Methods.
Applied Mathematics and Computer Science 10:4 (2000) 101-120
-
Duch W,
Towards comprehensive foundations of computational intelligence.
| PDF file.
In: W. Duch and J. Mandziuk,
Challenges for Computational Intelligence.
Springer Studies in Computational Intelligence, Vol. 63, 261-316, 2007.
- Duch W, Setiono R, Zurada J.M,
Computational intelligence methods for understanding of data | PDF file.
Proc. of the IEEE 92(5) (2004) 771- 805
- Duch W, Grąbczewski K,
Heterogeneous adaptive systems
IEEE World Congress on Computational Intelligence, Honolulu, May 2002, pp. 524-529.
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Duch W, Grudziński K,
Prototype based rules - new way to understand the data.
IEEE International Joint Conference on Neural Networks, Washington D.C. 14-18.07. 2001, pp. 1858-1863
-
Jankowski, N., Grochowski, M.
Comparison of Instance Selection Algorithms. I. Algorithms Survey.
Lecture Notes in Computer Science, 3070, 598–603 (2004).
-
Grochowski, M., Jankowski, N.
Comparison of Instance Selection Algorithms. II. Results and Comments.
Lecture Notes in Computer Science, 3070, 580–585, (2004).
See
more papers on prototype-based logical rules.
Working log (local accsess only), maintained by Wlodzislaw Duch.