Active learning with local models

Hasenjäger M, Ritter H (1998)
Neural Processing Letters 7(2): 107-117.

Zeitschriftenaufsatz | Veröffentlicht | Englisch
 
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Autor/in
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Abstract / Bemerkung
In this contribution, we deal with active learning, which gives the learner the power to select training samples. We propose a novel query algorithm for local learning models, a class of learners that has not been considered in the context of active learning until now. Our query algorithm is based on the idea of selecting a query on the borderline of the actual classification. This is done by drawing on the geometrical properties of local models that typically induce a Voronoi tessellation on the input space, so that the Voronoi vertices of this tessellation offer themselves as prospective query points. The performance of the new query algorithm is tested on the two-spirals problem with promising results.
Stichworte
vector quantization; local models; active learning; query based learning
Erscheinungsjahr
1998
Zeitschriftentitel
Neural Processing Letters
Band
7
Ausgabe
2
Seite(n)
107-117
ISBN
1573-773X
Page URI
https://pub.uni-bielefeld.de/record/1626232

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Hasenjäger M, Ritter H. Active learning with local models. Neural Processing Letters. 1998;7(2):107-117.
Hasenjäger, M., & Ritter, H. (1998). Active learning with local models. Neural Processing Letters, 7(2), 107-117. doi:10.1023/A:1009688513124
Hasenjäger, M., and Ritter, H. (1998). Active learning with local models. Neural Processing Letters 7, 107-117.
Hasenjäger, M., & Ritter, H., 1998. Active learning with local models. Neural Processing Letters, 7(2), p 107-117.
M. Hasenjäger and H. Ritter, “Active learning with local models”, Neural Processing Letters, vol. 7, 1998, pp. 107-117.
Hasenjäger, M., Ritter, H.: Active learning with local models. Neural Processing Letters. 7, 107-117 (1998).
Hasenjäger, Martina, and Ritter, Helge. “Active learning with local models”. Neural Processing Letters 7.2 (1998): 107-117.