Sentence examples for and the nearest prototype from inspiring English sources

In this section, a kernel-based approach with vector quantization and the nearest prototype strategy is proposed to effectively clustering incomplete educational data.

The resulting algorithm is named VQ_fk_nps (Vector Quantization for data clustering in a Feature space using the Gaussian Kernel function and the Nearest Prototype Strategy).

Like K_nps and S_nps, this work is also based on the proposed framework in [24]; however, defines a new approach using kernel-based vector quantization proposed in [10] and the nearest prototype strategy to handle the ubiquity of incomplete data.

In this paper, our work follows the kernel-based approach with vector quantization and the nearest prototype strategy by proposing a robust and effective incomplete educational data clustering algorithm, named VQ_fk_nps, where we tackle data incompleteness in the data space while doing clustering in the feature space.

In particular, the difference between the fuzzy approaches and ours can be explained in such a way that our educational data sets have many distinct groups of similar students and thus, a choice of the nearest prototype strategy is appropriate.

As previously defined along with the framework in [24], K_nps is an incomplete data clustering version of the k-means algorithm and S_nps is the one of the self-organizing algorithm, both using the nearest prototype strategy.

As a solution to the task, a robust and effective clustering approach based on kernel-based vector quantization is determined along with the nearest prototype strategy.

Find the nearest prototype (nc) for hp.   3.

Thus, our choice of the nearest prototype strategy is made appropriately.

VQ_fk_nps: a kernel-based vector quantization approach to incomplete data clustering using the nearest prototype strategy.

VQ_fk_nps is an incomplete data clustering version of kernel-based vector quantization using the nearest prototype strategy.