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The classifiers were built on the features with p genes or p principle components.
The value p was chosen to be the smallest one that satisfies two criteria: (1) the leave-one-out cross validation error rate of the classifier is smaller than 0.01; and (2) the 3 consecutive classifiers built on the features with p, p+1 and p+2 genes or principle components give consistent predictions.
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In addition, the completed model was built on the feature selection from a full training dataset by machine learning method, and was tested with an independent dataset.
Feature selection involved the use of a similarity measure between hierarchical clusterings, visualized as dendrograms, respectively built on the entire feature set and on the feature subset(s) to be tested.
The company's success in corporate e-mail is largely built on the security features of its delivery system.
Governments in Saudi Arabia and India earlier this year expressed security concerns about R.I.M.'s reluctance to provide them with access to its encrypted e-mail traffic — an information flow that R.I.M., whose success in corporate e-mail is largely built on the security features of its delivery system itself, claims to have no way of decoding.
Models were built on the new features, and tested using the stored exemplars.
A geometric variation model, based on the invariant degrees of freedom (DOFs) of the datum reference frames and tolerance zones, enables validating a datum reference system built on the positioning features of a component and then deducing the influential mechanical joints.
It is possible to further select rules from a RF built on the selected features to get a more compact set of rules.
"Additional substantial infrastructure, including communications and surveillance systems, is expected to be built on these features in the coming year," the report said.
A boardwalk billboard shows the design for a hall to be built on the site, featuring Victorian architecture like that of the original.
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