Sentence examples for dataset transformation from inspiring English sources

We have three kind of preprocessing modules and each module will store new data to CSV file. Figure 1 shows the preprocessing process and dataset transformation from preprocessing I until behavior modeling module.

This package includes tools for dataset transformations and combining algorithms.

It works by representing a pipeline as a sequence of dataset transformations.

Making use of the internal consistency of each expression profiling dataset this transformation improves the signal to noise ratio of the dataset and uncovers new relevant cancer-related signals (features).

Attempts to normalize other datasets through transformation failed for all traits except ROS levels in the 25°C assay.

Table 3 presents the RotBoost mean classification accuracy against the considered 8 gene datasets when transformation matrix is chosen to be either PCA or ICA where the values following "±" denote the related standard deviations.

To make the large qualitative dataset manageable, data transformation was employed whereby the coded qualitative themes were counted.

The microarray expression profiles of various human tissues were compiled from previous studies, and integrated into a single dataset through normalization and transformation.

The improvement in CV (Table 3) and overall classification accuracy (Table 7) for colon dataset after introduction of data transformation signifies two implications: First, the transformation is able to increase the signal to noise ratio (SNR) of the cancer related signal because the resulted pair-wise gene expression ratios correlate stronger to tissue phenotype.

They are interrogated with the help of the linear discriminant analysis based on the Fukunaga-Koontz transformation using datasets of the healthy and selected reference damage states.

Figure 3 shows examples of the Oxford dataset, where six image transformations are presented, including blur (Figures 3(a) and 3(b)), viewpoint change (Figures 3(c) and 3(d)), scale and rotation changes (Figures 3 e) and 3(f)), illumination change (Figure 3(g)), and JPEG compression (Figure 3(h)).