While each individual feature may not predict the outcome well, in combination the prediction accuracy is improved as several other studies have shown this in various goal of using genomic data [ 24- 29].
However, when there is a model-plant mismatch, the set of parameter estimates that minimizes the prediction error in the identification problem may not predict the gradients of the optimization objective accurately.
Our findings may explain why the prediction equations derived for one breed may not predict accurate genome-wide breeding values when applied to other breeds, since family structures differ among breeds.
Our findings may explain why the prediction equations derived in one breed may not predict accurate GW-EBV when applied to other breeds [ 18], because the information derived from the family structure is not relevant for the other breeds.
Several other genomic analysis studies have demonstrated that while an individual genomic feature may not predict the outcome, combining multiple genomic features improves the prediction accuracy [ 24- 29].
"Local factors – eg the tactical situation, and any incumbency bonus – sometimes don't kick in until the final stages of an election campaign, so even a completely accurate poll some weeks in advance may not predict the final result locally".
Herbert notes that the SNP may not predict obesity risk in all populations.
However, standard engineering measures of the floor properties may not predict effects of the floor on cow behavior well.
Studies measuring plasma concentrations after a single dose may not predict relative systemic bioactivity at steady state.
A general critique concerning the DCE method (and all other stated preference methods) is that it may not predict real behaviours and choices.
These test-retest estimates may not predict the variability in measurement over longer periods of time, such as months to years.
