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However, since the composition of the training set remains the same in this method, it is not certain that the resultant model is optimal as there may be a bias in descriptor selection.
Three different system settings were considered: the family of descriptors used to represent the facial features; the composition of the training set in terms of representatives of the classes to be predicted; the scaling of the input variables in the features vector to be supplied to the classifier.
the family of descriptors used to represent the facial features; the composition of the training set in terms of representatives of the classes to be predicted; the scaling of the input variables in the features vector to be supplied to the classifier.
Cross validation is a measure of model accuracy and its robustness against random changes in the relative composition of the training data and the data for which an inference is made [21].
More information about the structure of the BNs and the composition of the training sets can be found in the help web page of the server or in the original publication describing the method [7].
The composition of the training set is further described in the Supplementary Data.
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Moreover, when the proportion of trainees in different disciplines changes significantly, some educational resources, including the composition of training instructors, training conditions, and training facilities, are not adjusted accordingly in a timely manner.
"The Nazis and their French (Vichy) collaborators directed these terrible actions, determining the composition of the trains, the types of wagons and even the train schedules," Mr. Pepy said.
The almost three-dimensional composition of the train rushing towards one corner of the frame in L'Arrivée d'un Train is reused for a line of French nannies with bouncing prams; a train of camels in Jerusalem; policemen on parade in Chicago.
Compositions of the training sets are given in Table S1.
This might be a result of the larger training data set and especially the composition of the negative training data used in our study.
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