Learning and Rewriting in Fuzzy Rule Graphs

Fischer, Ingrid; Koch, Manuel; Berthold, Michael R.

Learning and Rewriting in Fuzzy Rule Graphs

Files

Fischer_240751.pdf(171.65 KB)

Date

2003

Authors

Fischer, Ingrid

Koch, Manuel

Berthold, Michael R.

Publication type

Contribution to a conference collection

Published in

Applications of Graph Transformations with Industrial Relevance / Nagl, Manfred; Schürr, Andreas; Münch, Manfred (ed.). - Berlin, Heidelberg : Springer Berlin Heidelberg, 2003. - (Lecture Notes in Computer Science ; 1779). - pp. 263-271. - ISBN 978-3-540-67658-4

Abstract

Different learning algorithms based on learning from examples are described based on a set of graph rewrite rules. Starting from either a very general or a very special rule set which is modeled as graph, two to three basic rewrite rules are applied until a rule graph explaining all examples is reached. The rewrite rules can also be used to model the corresponding hypothesis space as they describe partial relations between different rule set graphs. The possible paths, algorithms can take through the hypothesis space can be described as application sequences. This schema is applied to general learning algorithms as well as to fuzzy rule learning algorithms.

Subject (DDC)

004 Computer Science

Cite This

ISO 690

FISCHER, Ingrid, Manuel KOCH, Michael R. BERTHOLD, 2003. Learning and Rewriting in Fuzzy Rule Graphs. In: NAGL, Manfred, ed., Andreas SCHÜRR, ed., Manfred MÜNCH, ed.. Applications of Graph Transformations with Industrial Relevance. Berlin, Heidelberg:Springer Berlin Heidelberg, pp. 263-271. ISBN 978-3-540-67658-4. Available under: doi: 10.1007/3-540-45104-8_21

BibTex

@inproceedings{Fischer2003-04-18Learn-24075,
  year={2003},
  doi={10.1007/3-540-45104-8_21},
  title={Learning and Rewriting in Fuzzy Rule Graphs},
  number={1779},
  isbn={978-3-540-67658-4},
  publisher={Springer Berlin Heidelberg},
  address={Berlin, Heidelberg},
  series={Lecture Notes in Computer Science},
  booktitle={Applications of Graph Transformations with Industrial Relevance},
  pages={263--271},
  editor={Nagl, Manfred and Schürr, Andreas and Münch, Manfred},
  author={Fischer, Ingrid and Koch, Manuel and Berthold, Michael R.}
}

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