Discrimination performance was assessed using a 7-fold cross-validation regime during which the classifier was trained on data from six runs and tested on the remaining.
Nonetheless, it is possible that addition of an automated feature selection step might be advantageous, particularly if it is incorporated into the cross-validation regime, i.e. if the feature selection is done separately at each LOO iteration, and/or if it is done in conjunction with feature selection based on experiments.
Upon model validation, operation regimes for catalytic oxidation are predicted as a function of N2 dilution.
We used a standard k-fold cross-validation testing regime [ 15] wherein k equaled the number of experimental trials.
We used a standard k-fold cross-validation testing regime (Duda et al., 2001) wherein k equaled the number of experimental trials, with the data from each trial set aside in turn as the test data, and the remaining data used as the training set (on each fold, the feature selection step was performed using only data from this training set).
We used a standard k-fold cross-validation testing regime (Duda et al., 2001) wherein k equaled the number of experimental trials minus one (as one trial is already removed for use as the overall testing set see above), with the data from each trial set aside in turn as the test data, and the remaining data used as the training set.
Things are much gloomier in the other camp, where the skeptics presume that the entire thing is a fix, and the hard-liners — such as René's estranged and angry wife, Verónica (Antonia Zegers) — argue that even to participate in the voting process is a shameful validation of the regime.
What will validation validate?
In light of the current, rapidly increasing interest in CRISPR research, experimental validation of such regimes could be a realistic prospect.
This paper presents accurate measurement of residual voltages of surge arresters (SA) by two designed charge meters (D-dot probes) as well as simulation validation in the high-conduction regime.
