Sentence examples for on a given data from inspiring English sources
(2) We are not interested in obtaining the best performance of one special method on a given data set; instead, we are interested in demonstrating the effect of our proposed framework.
For example, on a given data set one method might be Bayes optimal for classification given enough data, and on another data set another machine might be optimal.
The described method allows not only for an efficient search through a decision space, but also for a corcurrent validation of the learning algorithm performance on a given data.
We address two open issues related to the optimisation of the widely used F measure and precision recall (P R) curve, with respect to the class-related decision thresholds, on a given data set.
According to its name, the aim in the GUHA method is not to test hypotheses on a given data, but rather to produce them under certain logical principles and user-defined, guiding guidelines for possible further research.
With this tool it is possible to perform an almost exhaustive grid-search in the 2-dimensional parameters space of the classification algorithm, using as evaluation criterion the cross-validation score on a given data set.
This work also highlighted importance of innovative approaches to calibrate a network on the basis of a given data set.
Moreover, data that are used in the triggering process should be based on a reference standard for a given data domain, such as RxNorm for drug names [ 24], SNOMED-CT for clinical problems [ 25], and LOINC for laboratory tests [ 26].
This statistical program automatically selected the most appropriate test with each biomarker depending on the distribution of values within a given data set.
A black-box type model expressing a mathematical relationship between input and output spaces of a system based on this given data set can be expressed by mapping as follows: begin{aligned} f:mathfrak {R}^nrightarrow & mathfrak {R}^1 quad bar{x}_imapsto & y_i vert y_i =f(bar{x}_i ).
Note that each fish agent applies a bootstrap sampling on the given data D instead of working on the whole D, because it should not be computed on the same data on which the classification rule has been trained but instead is computed on independent data that contains new observations [ 14].
