EVOL: ensembles voting online

作者: G. Auda , M. Kamel

DOI: 10.1109/IJCNN.1998.685972

关键词: Modular neural networkTime delay neural networkVotingArtificial neural networkComputer scienceArtificial intelligence

摘要: Cooperation by voting is one of the popular modular neural network decision-making strategies. Ensemble classifiers are multiple identical modules which use for post-learning classification. This paper suggests a new cooperation scheme ensembles utilizes in learning process itself. According to suggested scheme, different would, automatically, focus on regions input space. Hence, temporal crosstalk decreases and decision boundaries drawn accurately complex overlapping

参考文章(21)
G. Auda, M. Kamel, H. Raafat, A new neural network structure with cooperative modules world congress on computational intelligence. ,vol. 3, pp. 1301- 1306 ,(1994) , 10.1109/ICNN.1994.374472
G. Auda, M. Kamel, H. Raafat, Voting schemes for cooperative neural network classifiers international conference on networks. ,vol. 3, pp. 1240- 1243 ,(1995) , 10.1109/ICNN.1995.487332
JONGWAN KIM, JESUNG AHN, SEONGWON CHO, Ensemble competitive learning neural networks with reduced input dimension. International Journal of Neural Systems. ,vol. 6, pp. 133- 142 ,(1995) , 10.1142/S0129065795000111
Roberto Battiti, Anna Maria Colla, Democracy in neural nets: Voting schemes for classification Neural Networks. ,vol. 7, pp. 691- 707 ,(1994) , 10.1016/0893-6080(94)90046-9
Kazuki Joe, Yoshihiro Mori, Sei Miyake, Construction of a large-scale neural network: simulation of handwritten Japanese character recognition on NCUBE Concurrency and Computation: Practice and Experience. ,vol. 2, pp. 79- 107 ,(1990) , 10.1002/CPE.4330020202
S. Hashem, Algorithms for optimal linear combinations of neural networks Proceedings of International Conference on Neural Networks (ICNN'97). ,vol. 1, pp. 242- 247 ,(1997) , 10.1109/ICNN.1997.611672
A.T. Nelson, E.A. Wan, Neural speech enhancement using dual extended Kalman filtering Proceedings of International Conference on Neural Networks (ICNN'97). ,vol. 4, pp. 2171- 2175 ,(1997) , 10.1109/ICNN.1997.614244
K. Rohani, M.T. Manry, The design of multi-layer perceptrons using building blocks IJCNN-91-Seattle International Joint Conference on Neural Networks. pp. 497- 502 ,(1991) , 10.1109/IJCNN.1991.155383
G. Auda, M. Kamel, CMNN: cooperative modular neural network Proceedings of International Conference on Neural Networks (ICNN'97). ,vol. 1, pp. 226- 231 ,(1997) , 10.1109/ICNN.1997.611669