On missing values and fuzzy rules

Zitieren

Dateien zu dieser Ressource

Dateien Größe Format Anzeige

Zu diesem Dokument gibt es keine Dateien.

BERTHOLD, Michael, Klaus-Peter HUBER, 1996. On missing values and fuzzy rules. Intelligent Techniques and Soft Computing. Aachen, Germany, 2. Sep 1996 - 5. Sep 1996. In: ZIMMERMANN, Hans-Jürgen, ed.. Proceedings of the Fourth European Congress on Intelligent Techniques and Soft Computing : Aachen, Germany, September 2 - 5, 1996. Intelligent Techniques and Soft Computing. Aachen, Germany, 2. Sep 1996 - 5. Sep 1996. 1. Aachen:Mainz, pp. 700-702. ISBN 3-89653-187-5

@inproceedings{Berthold1996missi-24205, title={On missing values and fuzzy rules}, year={1996}, isbn={3-89653-187-5}, address={Aachen}, publisher={Mainz}, booktitle={Proceedings of the Fourth European Congress on Intelligent Techniques and Soft Computing : Aachen, Germany, September 2 - 5, 1996}, pages={700--702}, editor={Zimmermann, Hans-Jürgen}, author={Berthold, Michael and Huber, Klaus-Peter} }

<rdf:RDF xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#" xmlns:bibo="http://purl.org/ontology/bibo/" xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:dcterms="http://purl.org/dc/terms/" xmlns:xsd="http://www.w3.org/2001/XMLSchema#" > <rdf:Description rdf:about="https://kops.uni-konstanz.de/rdf/resource/123456789/24205"> <dc:contributor>Huber, Klaus-Peter</dc:contributor> <dc:rights>deposit-license</dc:rights> <dcterms:abstract xml:lang="eng">Numerous learning tasks involve incomplete or conflicting attributes. Most algorithms that automatically find a set of fuzzy rules are not well suited to tolerate missing values in the input vector, and the usual technique to substitute missing values by their mean or another constant value can be quite harmful. In this paper a technique is proposed to tolerate missing values during the classification process as well as during training. This is achieved by using the evolving model to predict the most possible value for the missing attribute, resulting in a "best guess" for the feature vector which is then used to further adjust (or train) the set of fuzzy rules.</dcterms:abstract> <dcterms:bibliographicCitation>Proceedings of the Fourth European Congress on Intelligent Techniques and Soft Computing : Aachen, Germany, September 2 - 5, 1996 ; Volume 1 / [General chairman: Hans-Jürgen Zimmermann]. - Aachen : Mainz, 1996. - S. 700-702. - ISBN 3-89653-187-5</dcterms:bibliographicCitation> <dc:language>eng</dc:language> <dcterms:available rdf:datatype="http://www.w3.org/2001/XMLSchema#dateTime">2013-08-26T12:25:53Z</dcterms:available> <dc:creator>Huber, Klaus-Peter</dc:creator> <dc:creator>Berthold, Michael</dc:creator> <dc:contributor>Berthold, Michael</dc:contributor> <dcterms:issued>1996</dcterms:issued> <dc:date rdf:datatype="http://www.w3.org/2001/XMLSchema#dateTime">2013-08-26T12:25:53Z</dc:date> <bibo:uri rdf:resource="http://kops.uni-konstanz.de/handle/123456789/24205"/> <dcterms:title>On missing values and fuzzy rules</dcterms:title> <dcterms:rights rdf:resource="http://nbn-resolving.org/urn:nbn:de:bsz:352-20140905103605204-4002607-1"/> </rdf:Description> </rdf:RDF>

Das Dokument erscheint in:

KOPS Suche


Stöbern

Mein Benutzerkonto