Fuzzy Labeled Soft Nearest Neighbor Classification with Relevance Learning
Villmann T, Schleif F-M, Hammer B (2005)
In: Fourth International Conference on Machine Learning and Applications (ICMLA'05). IEEE: 11-15.
Konferenzbeitrag
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Autor*in
Villmann, T.;
Schleif, F.-M.;
Hammer, BarbaraUniBi 
Einrichtung
Abstract / Bemerkung
We extend soft nearest neighbor classification to fuzzy classification with adaptive class labels. The adaptation follows a gradient descent on a cost function. Further, it is applicable for general distance measures, in particular task specific choices and relevance learning for metric adaptation can be done. The performance of the algorithm is shown on synthetic as well as on real life data taken from proteomic research.
Erscheinungsjahr
2005
Titel des Konferenzbandes
Fourth International Conference on Machine Learning and Applications (ICMLA'05)
Seite(n)
11-15
Konferenz
Fourth International Conference on Machine Learning and Applications (ICMLA'05)
Konferenzort
Los Angeles, CA, USA
ISBN
0-7695-2495-8
Page URI
https://pub.uni-bielefeld.de/record/2982120
Zitieren
Villmann T, Schleif F-M, Hammer B. Fuzzy Labeled Soft Nearest Neighbor Classification with Relevance Learning. In: Fourth International Conference on Machine Learning and Applications (ICMLA'05). IEEE; 2005: 11-15.
Villmann, T., Schleif, F. - M., & Hammer, B. (2005). Fuzzy Labeled Soft Nearest Neighbor Classification with Relevance Learning. Fourth International Conference on Machine Learning and Applications (ICMLA'05), 11-15. IEEE. https://doi.org/10.1109/ICMLA.2005.38
Villmann, T., Schleif, F.-M., and Hammer, Barbara. 2005. “Fuzzy Labeled Soft Nearest Neighbor Classification with Relevance Learning”. In Fourth International Conference on Machine Learning and Applications (ICMLA'05), 11-15. IEEE.
Villmann, T., Schleif, F. - M., and Hammer, B. (2005). “Fuzzy Labeled Soft Nearest Neighbor Classification with Relevance Learning” in Fourth International Conference on Machine Learning and Applications (ICMLA'05) (IEEE), 11-15.
Villmann, T., Schleif, F.-M., & Hammer, B., 2005. Fuzzy Labeled Soft Nearest Neighbor Classification with Relevance Learning. In Fourth International Conference on Machine Learning and Applications (ICMLA'05). IEEE, pp. 11-15.
T. Villmann, F.-M. Schleif, and B. Hammer, “Fuzzy Labeled Soft Nearest Neighbor Classification with Relevance Learning”, Fourth International Conference on Machine Learning and Applications (ICMLA'05), IEEE, 2005, pp.11-15.
Villmann, T., Schleif, F.-M., Hammer, B.: Fuzzy Labeled Soft Nearest Neighbor Classification with Relevance Learning. Fourth International Conference on Machine Learning and Applications (ICMLA'05). p. 11-15. IEEE (2005).
Villmann, T., Schleif, F.-M., and Hammer, Barbara. “Fuzzy Labeled Soft Nearest Neighbor Classification with Relevance Learning”. Fourth International Conference on Machine Learning and Applications (ICMLA'05). IEEE, 2005. 11-15.
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