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The success of the intelligence effort so far may explain why Israel has defied multiple predictions that it would carry out military raids on Iranian nuclear facilities.
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When multiple hypothesized models have predictions that are consistent with the measurements, experimental design is used to discriminate between the models.
Additionally, we hold out pristine examples for testing, integrated result over multiple classifiers retaining only predictions that show a high degree of consensus, chose classifier parameters based on the cross-validation tests, and used a simpler predictor where possible, to address the overfitting issue.
Initially, we focused on predictions that contained multiple sites for individual members of the miR379 410 cluster.
"It makes predictions that are testable".
The resulting dataset still contains a significant intrinsic redundancy, due to the fact that multiple predictions are produced in overlapping regions when more than one hairpin structure can be predicted, or when miRNA-like structures are detected on both genomic strands.
However the distance function, or metric, for measuring closeness in the collective is not Euclidean distance or any weighting thereof, but a method that uses the multiple predictions of the several component machines to access closeness of a test data point to the training data.
That is, an allele with multiple predictions is considered correct if the true solution is included.
In this methodology, multiple predictions are made for each missing item, so that the uncertainty in these predictions is automatically accounted for in any analyses.
It is recognized that multiple prediction is the most general approach to the study of the automaton and its environment in the sense that it is a formulation of prediction free of the linearity restriction earlier mentioned with reference to single series (see 3).
Underline sign indicates multiple predictions.
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