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.

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Konferenzbeitrag | Veröffentlicht | Englisch
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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.
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Operations Research Proceedings 2004
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230-237
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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, 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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