Pattern Detection with Growing Neural Networks - An Application to Marketing and Library Data
Decker R, Hermelbracht A (2005)
In: Operations Research Proceedings 2004. Fleuren H, den Hertog D, Kort P (Eds); Berlin: Springer: 230-237.
Konferenzbeitrag
| Veröffentlicht | Englisch
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Autor*in
Decker, ReinholdUniBi 
;
Hermelbracht, Antonia
;
Hermelbracht, AntoniaHerausgeber*in
Fleuren, H.;
den Hertog, D.;
Kort, P.
Abstract / Bemerkung
This paper introduces a new growing neural network for pattern detection which bears certain resemblances to the growing neural gas network suggested by Fritzke (1995).
However, the algorithm at hand is more parsimonious with respect to the number of parameters to be specified a priori. Thus it is largely autonomous regarding the data-driven construction of the final network topology which unburdens the user significantly.
To demonstrate its performance and adaptability the new algorithm is applied to real classification tasks in lifestyle analysis and media usage analysis.
Stichworte
Growing Neural Networks;
Lifestyle data;
Media Usage Data
Erscheinungsjahr
2005
Titel des Konferenzbandes
Operations Research Proceedings 2004
Seite(n)
230-237
Page URI
https://pub.uni-bielefeld.de/record/2494856
Zitieren
Decker R, Hermelbracht A. Pattern Detection with Growing Neural Networks - An Application to Marketing and Library Data. In: Fleuren H, den Hertog D, Kort P, eds. Operations Research Proceedings 2004. Berlin: Springer; 2005: 230-237.
Decker, R., & Hermelbracht, A. (2005). Pattern Detection with Growing Neural Networks - An Application to Marketing and Library Data. In H. Fleuren, D. den Hertog, & P. Kort (Eds.), Operations Research Proceedings 2004 (pp. 230-237). Berlin: Springer.
Decker, Reinhold, and Hermelbracht, Antonia. 2005. “Pattern Detection with Growing Neural Networks - An Application to Marketing and Library Data”. In Operations Research Proceedings 2004, ed. H. Fleuren, D. den Hertog, and P. Kort, 230-237. Berlin: Springer.
Decker, R., and Hermelbracht, A. (2005). “Pattern Detection with Growing Neural Networks - An Application to Marketing and Library Data” in Operations Research Proceedings 2004, Fleuren, H., den Hertog, D., and Kort, P. eds. (Berlin: Springer), 230-237.
Decker, R., & Hermelbracht, A., 2005. Pattern Detection with Growing Neural Networks - An Application to Marketing and Library Data. In H. Fleuren, D. den Hertog, & P. Kort, eds. Operations Research Proceedings 2004. Berlin: Springer, pp. 230-237.
R. Decker and A. Hermelbracht, “Pattern Detection with Growing Neural Networks - An Application to Marketing and Library Data”, Operations Research Proceedings 2004, H. Fleuren, D. den Hertog, and P. Kort, eds., Berlin: Springer, 2005, pp.230-237.
Decker, R., Hermelbracht, A.: Pattern Detection with Growing Neural Networks - An Application to Marketing and Library Data. In: Fleuren, H., den Hertog, D., and Kort, P. (eds.) Operations Research Proceedings 2004. p. 230-237. Springer, Berlin (2005).
Decker, Reinhold, and Hermelbracht, Antonia. “Pattern Detection with Growing Neural Networks - An Application to Marketing and Library Data”. Operations Research Proceedings 2004. Ed. H. Fleuren, D. den Hertog, and P. Kort. Berlin: Springer, 2005. 230-237.
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