Sentence examples for the representative attributes from inspiring English sources

Step 9 The final clusters and their centers as the representative attributes are then output.

Step 9 Output the final clusters and their centers as the representative attributes.

The representative attributes found in the clusters can be used for classification such that the whole feature space can be greatly reduced.

After the attributes are organized into several clusters by their similarity degrees, the representative attributes in the clusters can be used for classification such that the whole feature space can be greatly reduced.

Since the representative attributes selected by the algorithms were not always the same, the algorithm was thus run for 100 times and the frequency for each attribute being selected as a representative attribute was counted.

Step 1 Randomly select (k) attributes ({A_{1}^{c}, A_{2}^{c}, {ldots }, A_{k}^{c}}) as the initial representative attributes (centers) in the (k) clusters, where (A_{t}^{c}) stands for the representative attribute (center) of the t-th cluster (C_{t}), (A_{t}^{c} in A).

This feature is important to the proposed attribute clustering here, since not only the attributes are clustered but also the representative attribute of each cluster has to be found.

After that, the proposed MNF attribute clustering algorithm is used to partition the feature space into (k) clusters and output the (k) representative attributes of the clusters.

Feature extraction from protein sequence aims to mine the most representative attributes from the samples and to normalize different-length protein sequences to vectors of the same size.

In this case, some other criteria, such as attribute cost and ratio of missing values may be used to aid the selection of representative attributes.

Besides, if the values of some representative attributes cannot be obtained from current environments for inference, some other possible attributes in the same clusters can be used to achieve approximate inference results.