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Computer Sciences

2002

Brigham Young University

Faculty Publications

Learning algorithm

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Pair Attribute Learning: Network Construction Using Pair Features, Tony R. Martinez, Eric K. Henderson Jan 2002

Pair Attribute Learning: Network Construction Using Pair Features, Tony R. Martinez, Eric K. Henderson

Faculty Publications

We present the Pair Attribute Learning (PAL) algorithm for the selection of relevant inputs and network topology. Correlations on training instance pairs are used to drive network construction of a single-hidden layer MLP. Results on nine learning problems demonstrate 70% less complexity, on average, without a significant loss of accuracy.

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