On this site, a preliminary prediction of the reaction classes which, together with a combination of reacting class predictions, is equivalent to the prediction of the metabolite structures (because for each of the considered reactions, it is known which structural fragment is added to or removed from the reacting atom) is performed.
The rank sum consensus prediction is robust to the inclusion of random prediction lists (the worst-performing teams predictions were equivalent to random).
Our permissive calculations of true and false predictions are equivalent to the scoring scheme used previously to evaluate overall SCL prediction [ 2].
So, not submitting a prediction is equivalent to submitting a 'random' prediction in our assessment.
ŷ t is the output of the algorithm, or in other words, the RTT prediction itself, equivalent to the EstimatedRTT in the original TCP RTT predictor, mentioned in Section 2. We want the loss function Li,t(x i,y t ) to reflect the real cost of making wrong predictions.
The 16,207 and 16,961 SNPs included in G S and G D, respectively, were sufficient to allow for a genomic prediction accuracy equivalent to that provided by G W (the GRM built with the whole set of 71,726 SNPs).
Our prediction is equivalent to considering the bacterial cellular behaviour to be related with biological robustness, as supposing that the bacteria is not seeking for its optimality when undergoing stress response, but seeking for sub-optimality.
For sufficiently high shrinkage a RR prediction score is equivalent to an RSR prediction score, in terms of the proportion of variance accounted for by the respective scores.
Testing whether r[ prediction 1]= r[ prediction 2] is equivalent to testing whether C o r(D R P, G E B V[prediction 1])= C o r(D R P, G E B V[ prediction 2]).
