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A pool-based ASVM is employed for metamodel construction with the minimum number of training samples, for which a learning function is proposed to sequentially select informative training samples.
Average AUC (y axis) plotted as a function of the minimum number of training molecules on the x axis.
Average AUC (y axis) plotted as a function of the minimum number of training molecules (x axis).
We were able to increase the minimum number of training samples for each class to 31, which allowed us to employ the MLH and MHD classifiers on 30-band data.
As it stands, machine learning algorithms are a "black box": researchers know what goes in and what comes out, but not as much about how the inner workings of such programs affect their performance, such as the minimum number of training examples that can be provided while maintaining accuracy.
The process continues with the left and the right child using the corresponding training sets PL and PR until a leaf is created when either the maximum tree depth is reached, or less than a minimum number of training samples are left [21].
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Greater Anglia said: "We have cancelled the minimum number of trains but would like to apologise to customers".
In countries with poor resources, it would be advisable for this POCT to be performed by a minimum number of trained people, in order to minimize costs induced by false positive cases.
Only recurrent expenditures were considered for pre-service and on-the-job training (elsewhere referred to as "Continuous Medical Education"), excluding capital and investment costs, as the focus of the exercise was on the financial feasibility of training and recruiting a minimum number of staff; training facilities investment plans were discussed separately [ 23].
Using (15), (16), and (9), we determine the minimum number of required training symbols to meet the BER lower bound requirement.
For an L-dimensional hyperspectral space, the covariance matrix is symmetric of size L × L, the minimum number of independent training pixels required is (L + 1)[21].
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com