Abstract
This paper studies the performance of standard architecture selection strategies, such as cost/performance and CV based strategies, for voting methods such as bagging. It is shown that standard architecture selection strategies are not optimal for voting methods and tend to underestimate the complexity of the optimal network architecture, since they only examine the performance of the network on an individual basis and do not consider the correlation between responses from multiple networks.
Original language | English |
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Pages | 790-795 |
Number of pages | 6 |
State | Published - 2001 |
Event | International Joint Conference on Neural Networks (IJCNN'01) - Washington, DC, United States Duration: 15 Jul 2001 → 19 Jul 2001 |
Conference
Conference | International Joint Conference on Neural Networks (IJCNN'01) |
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Country/Territory | United States |
City | Washington, DC |
Period | 15/07/01 → 19/07/01 |