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A Mean Eld Algorithm for Bayes Learning in Large Feed-forward Neural Networks
| Content Provider | Semantic Scholar |
|---|---|
| Author | Opper, Manfred Winther, Ole |
| Copyright Year | 1997 |
| Abstract | We present a mean eld algorithm to realise Bayes optimal predictions in large feed-forward networks. The derivation of the algorithm is based on methods developed within statistical mechanics of disordered systems. The algorithm also provides a leave-one-out cross-validation test of the predictions. Simulations show excellent agreement with theoretical results of statistical mechanics. Furthermore we derive other simpler mean eld algorithms and make a comparison study. |
| File Format | PDF HTM / HTML |
| Alternate Webpage(s) | http://www.thep.lu.se/~winther/opper.nips.ps.Z |
| Language | English |
| Access Restriction | Open |
| Content Type | Text |
| Resource Type | Article |