An additional 10% of summarization results in an 34.34% and 15.78% drop of entropy.
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.
While any summarization results in the loss of information, the 'per well' measurement includes cell morphology information that is unavailable to traditional high-throughput screening, and the image data can be later mined for further insights.
CEL files were processed by Partek Genomics Suite using default settings for background correction and summarization, results were corrected for GC-content and fragment length.
Cytobands with fewer than 10 genes in our database were removed, as too few genes in a cytoband often produce undesired summarization results.
The approach for summarization of results although we performed a qualitative analysis on the extracted data, we did not use any form of meta-analysis or quantitative methods, because the research questions did not require such analysis.
Yan Cui was responsible for data analysis, summarization of results, and manuscript preparation.
NA and MAH were responsible for specimen collection, data analysis, summarization of results and manuscript preparation.
The Combo summarization method resulted in an F-score of 0.69.
Additionally, one-step CNV-association testing, especially through complicated signal summarization, causes intractable results that cannot be compared to the primary data, whereas verification of association results from primary data is important in genome-wide association studies to provide the confidence for the findings by common consent.
