Cascade Network Architectures

Littmann E, Ritter H (1992)
In: Proceedings of the International Joint Conference on Neural Networks 1992. IJCNN. 2. IEEE: 398-404.

Conference Paper | Published | English

No fulltext has been uploaded

Author
;
Abstract
A novel incremental cascade network architecture based on error minimization is presented. The properties of this and related cascade architectures are discussed, and the influence of the objective function is investigated. The performance of the network is achieved by several layers of nonlinear units that are trained in a strictly feedforward manner and one after the other. Nonlinearity is generated by using sigmoid units and, optionally, additional powers of their activity values. Extensive benchmarking results for the XOR problem are reported, as are various classification tasks, and time series prediction. These are compared to other results reported in the literature. Direct cascading is proposed as promising approach to introducing context information in the approximation process.
Publishing Year
Conference
IJCNN '92
Location
Baltimore
Conference Date
1992-06-07 – 1992-06-11
PUB-ID

Cite this

Littmann E, Ritter H. Cascade Network Architectures. In: Proceedings of the International Joint Conference on Neural Networks 1992. IJCNN. Vol 2. IEEE; 1992: 398-404.
Littmann, E., & Ritter, H. (1992). Cascade Network Architectures. Proceedings of the International Joint Conference on Neural Networks 1992. IJCNN., 2, 398-404.
Littmann, E., and Ritter, H. (1992). “Cascade Network Architectures” in Proceedings of the International Joint Conference on Neural Networks 1992. IJCNN., vol. 2, (IEEE), 398-404.
Littmann, E., & Ritter, H., 1992. Cascade Network Architectures. In Proceedings of the International Joint Conference on Neural Networks 1992. IJCNN. no.2 IEEE, pp. 398-404.
E. Littmann and H. Ritter, “Cascade Network Architectures”, Proceedings of the International Joint Conference on Neural Networks 1992. IJCNN., vol. 2, IEEE, 1992, pp.398-404.
Littmann, E., Ritter, H.: Cascade Network Architectures. Proceedings of the International Joint Conference on Neural Networks 1992. IJCNN. 2, p. 398-404. IEEE (1992).
Littmann, Enno, and Ritter, Helge. “Cascade Network Architectures”. Proceedings of the International Joint Conference on Neural Networks 1992. IJCNN. IEEE, 1992.Vol. 2. 398-404.
This data publication is cited in the following publications:
This publication cites the following data publications:

Export

0 Marked Publications

Open Data PUB

Search this title in

Google Scholar
ISBN Search