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RMSE decrease results in a lower generalization on untrained data interval values (Figure 7c).
The variation of the GMI curves for untrained data given in Figure 4 and Table 1 also shows a good correlation between measured and predicted results.
We observe that, although linear methods all fail to describe the dissolution kinetics, the artificial neural network approach offers excellent predictions, even for untrained data, thanks to its inherent ability to handle non-linear data.
By training the classifier with regularization [7] and validating the classifier against an untrained data set, we were able to retain high sensitivity with much less over-fitting.
In a typical MVPA framework, a multivariate classifier is trained on multi-voxel patterns of brain activities with known labels, and the trained classifier is then used to classify untrained data (for a review, see [1], [2], [3]).
The optimized neural networks were then tested using untrained data of a further 10 participants.
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For the validation, untrained experimental data were used to test the neural model as well.
The untrained healthy adult population requires four trials, and the most reliable data was from the third trial (H2 from 0.961 to 0.995).
HE has leaked data to reporters, sampled landfills and incinerator ash -- far afield from pathology, sniff specialists who call him untrained, a meddler -- attacked popular fishing practices like lead sinkers and embarrassed bosses at the New York State Department of Environmental Conservation by finding traces of DDT on the grounds of a regional office.
The fifty speakers were untrained to avoid exaggerated expressions.
Moreover, these data indicate that there is a gap in the literature concerning what would happen to immune cells or skeletal muscle cells from an untrained person exposed to similar physiological stress.
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