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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.
| Document Type: | Article | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| Title: | Visualization of Fuzzy Classifiers | ||||||||
| Authors: |
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| Date: | 31 December 2006 | ||||||||
| Journal or Publication Title: | International Journal of Uncertainty, Fuzziness, and Knowledge-Based Systems (IJUFKS) | ||||||||
| Refereed publication: | Yes | ||||||||
| 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: | L SF - Safe and Efficient Air Traffic Guidance | ||||||||
| DLR - Research area: | Aeronautics | ||||||||
| DLR - Program: | L SF - Safe and Efficient Air Traffic Guidance | ||||||||
| DLR - Research theme (Project): | L - Effiziente Flugführung und Flugbetrieb (old) | ||||||||
| Location: | Braunschweig | ||||||||
| Institutes and Institutions: | Institute of Flight Control > Air traffic systems | ||||||||
| Deposited By: | Dr.-Ing. Frank Rehm | ||||||||
| Deposited On: | 19 Nov 2007 | ||||||||
| Last Modified: | 15 Jan 2010 00:02 |
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