Example sentences for: gpnn

How can you use “gpnn” in a sentence? Here are some example sentences to help you improve your vocabulary:

  • As with the BPNN, GPNN was requiredto use all four inputs in the NN model for this stage of the analysis.Again, we used 10 fold cross-validation to evaluate the predictiveability of the GPNN models.

  • This demonstrates that GPNN is ableto optimize the NN architecture such that the NN evolved is ableto model data as well as a BPNN.

  • The rules used for this GPNN implementationare consistent with those described by Koza and Rice [ 14 ] . The flexibility of the GPNN allowsoptimal network architectures to be generated that contain the appropriate inputs,connections, and weights for a given data set.

  • Permutationtesting was used to determine an empirical cut-off to select theSNPs that were functional in the epistasis model for each data set.For the GPNN, a cross-validation consistency greater than or equalto seven was required to be statistically significant.

  • In fact, since enumeration of all possible NN architecturesis impossible [ 24 ] , there is no wayto be certain that the global best architecture is ever selected.Thus, the ability to optimize the NN architecture using GPNN maydramatically improve the results of NN analyses.


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