Label-noise-tolerant classification for streaming data
Frenay B, Hammer B (2017)
In: 2017 International Joint Conference on Neural Networks (IJCNN). IEEE: 1748-1755.
Konferenzbeitrag
| Veröffentlicht | Englisch
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Autor*in
Frenay, Benoit;
Hammer, BarbaraUniBi 
Abstract / Bemerkung
Label noise-tolerant machine learning techniques address datasets which are affected by mislabelling of the instances. Since labelling quality is a severe issue in particular for large or streaming data sets, this setting becomes more and more relevant in the context of life-long learning, big data and crowd sourcing. In this contribution, we extend a powerful online learning method, soft robust learning vector quantisation, by a probabilistic model for noise tolerance, which is applicable for streaming data, including label-noise drift. The superiority of the technique is demonstrated in several benchmark problems.
Erscheinungsjahr
2017
Titel des Konferenzbandes
2017 International Joint Conference on Neural Networks (IJCNN)
Seite(n)
1748-1755
Konferenz
2017 International Joint Conference on Neural Networks (IJCNN)
Konferenzort
Anchorage, AK, USA
eISBN
978-1-5090-6182-2
Page URI
https://pub.uni-bielefeld.de/record/2982095
Zitieren
Frenay B, Hammer B. Label-noise-tolerant classification for streaming data. In: 2017 International Joint Conference on Neural Networks (IJCNN). IEEE; 2017: 1748-1755.
Frenay, B., & Hammer, B. (2017). Label-noise-tolerant classification for streaming data. 2017 International Joint Conference on Neural Networks (IJCNN), 1748-1755. IEEE. https://doi.org/10.1109/IJCNN.2017.7966062
Frenay, Benoit, and Hammer, Barbara. 2017. “Label-noise-tolerant classification for streaming data”. In 2017 International Joint Conference on Neural Networks (IJCNN), 1748-1755. IEEE.
Frenay, B., and Hammer, B. (2017). “Label-noise-tolerant classification for streaming data” in 2017 International Joint Conference on Neural Networks (IJCNN) (IEEE), 1748-1755.
Frenay, B., & Hammer, B., 2017. Label-noise-tolerant classification for streaming data. In 2017 International Joint Conference on Neural Networks (IJCNN). IEEE, pp. 1748-1755.
B. Frenay and B. Hammer, “Label-noise-tolerant classification for streaming data”, 2017 International Joint Conference on Neural Networks (IJCNN), IEEE, 2017, pp.1748-1755.
Frenay, B., Hammer, B.: Label-noise-tolerant classification for streaming data. 2017 International Joint Conference on Neural Networks (IJCNN). p. 1748-1755. IEEE (2017).
Frenay, Benoit, and Hammer, Barbara. “Label-noise-tolerant classification for streaming data”. 2017 International Joint Conference on Neural Networks (IJCNN). IEEE, 2017. 1748-1755.
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