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Visualization of Fuzzy Classifiers

Rehm, Frank and Klawonn, Frank and Kruse, Rudolf (2006) Visualization of Fuzzy Classifiers. International Journal of Uncertainty, Fuzziness, and Knowledge-Based Systems (IJUFKS), 15 (5), pp. 615-624. World Scientific Publishing Co. Pte. Ltd..

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Official URL: http://ijufks.lip6.fr/ojs/index.php/ijufks/index

Abstract

This paper presents different techniques to visualize high-dimensional fuzzy rule bases in relation to the classified data. The degree of membership to influential rules can be visualized for an entire data set. This enables the observer to detect conflicting or error-prone rules as well as misclassified feature vectors. Results are shown on a benchmark data set and on a weather data set that is used to predict flight durations on a major European airport.

Item URL in elib:https://elib.dlr.de/46364/
Document Type:Article
Title:Visualization of Fuzzy Classifiers
Authors:
AuthorsInstitution or Email of AuthorsAuthors ORCID iD
Rehm, FrankUNSPECIFIEDUNSPECIFIED
Klawonn, FrankUniversity of Applied Sciences Braunschweig/WolfenbüttelUNSPECIFIED
Kruse, RudolfUniversity of MagdeburgUNSPECIFIED
Date:31 December 2006
Journal or Publication Title:International Journal of Uncertainty, Fuzziness, and Knowledge-Based Systems (IJUFKS)
Open Access:No
Gold Open Access:No
In SCOPUS:No
In ISI Web of Science:No
Volume:15
Page Range:pp. 615-624
Publisher:World Scientific Publishing Co. Pte. Ltd.
Status:Published
Keywords:fuzzy classifiers, visualization, multidimensional scaling, fuzzy rules, air traffic management
HGF - Research field:Aeronautics, Space and Transport
HGF - Program:Aeronautics
HGF - Program Themes:ATM and Operation (old)
DLR - Research area:Aeronautics
DLR - Program:L AO - Air Traffic Management and Operation
DLR - Research theme (Project):L - Effiziente Flugführung und Flugbetrieb (old)
Location: Braunschweig
Institutes and Institutions:Institute of Flight Control > Air traffic systems
Deposited By: Rehm, Dr.-Ing. Frank
Deposited On:19 Nov 2007
Last Modified:28 Jan 2014 13:18

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