The phrase "as the summarization" is not correct and does not sound natural in written English.
It may be intended to refer to a process of summarizing information, but the phrasing is awkward and unclear.
Example: "As the summarization of the report indicates, we need to focus on the key findings."
Alternatives: "as the summary" or "in summary".
This is quite natural, as the summarization tasks require test takers to present the most important ideas of a text to the readers, and the topic sentence represents the main idea of a paragraph.
As the summarization of data with perfect objectivity in order to obtain abstract representations of measurements such as shown in Figure 4 is quite difficult, analysts tend to depend on personal criteria to judge the importance of each piece of information.
We represented vaccine-symptom pairs as well as the summarization features in Resource Description Framework (RDF).
However, broadly similar conclusions were obtained when using skew, kurtosis or a direct measure of correlation to normality as the summarization metric (data not shown).
This model allows several advantages over the two models previously described in this layer, including the absence of assumptions from summed scores as well as the summarization of all items into a single latent variable.
It is shown that summarization with clustering gives better summarization performance as compared to the summarization without clustering.
These results clearly indicates that semantic similarity along with the clustering gives better summarization results as compared to the summarization without semantic similarity and clustering.
Case II gives better results than the Case I results, in other words summarization using clustering gives better summarization results as compared to the summarization performed without performing clustering.
Some of the feature names chosen by the researchers, such as Total period in bed, were not clear to the clinicians and caused confusion when considering the visualizations such as Figure 9: 3.1.1 for the summarization over a number of days.
Summing across all array-sections in the four experiments, we list the total numbers of beads (as decoded by Illumina), the numbers we remove as being in spatial artefacts using BASH [ 19], those removed as being outliers in the summarization, the remainders, and the numbers remaining that lie in the analysis-group of bead-types.
During the summarization stage, the proposed method summarizes the movie as a social network pruning problem.
