Sentence examples for estimate classification from inspiring English sources

To estimate classification performance in the validation data sets we again performed LOOCV.

LOOCV is also used to estimate classification accuracy, as reported in Figure 1B.

To accurately estimate classification rates, gene re-sampling was performed during each round of cross-validation [ 20].

We applied consensus clustering [ 36], a resampling-based method to estimate classification stability and classification accuracy (See Methods for details).

Various techniques exist to estimate classifications in n-dimensional space described using multi-dimensional data (Berry and Linoff [2]).

In Figure 7 we visualize linear projections of the testing data as well as the estimated classification boundaries.

They consider the classification error as a criterion for extracting features and an iterative gradient descent algorithm is utilized to minimize the estimated classification error.

Table 5 displays the top-ten 1-gene, 2-gene and 3-gene classifiers, respectively, ranked by estimated classification error.

Additionally, we report the estimated

To avoid the weakness of filtering methods, wrapper methods wrap around a particular learning algorithm that can assess the selected feature subsets in terms of the estimated classification errors and then build the final classifier [13].

We estimated classification performance and interpret the obtained importance maps at a single-subject level for three stimulus modalities: auditory (an object's spoken name), visual (a drawing of an object), and orthographic (an object's written name).