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The use of the immune network [35] coordinates the immune centroids as synthetic instances, based on high data density clusters which help to handle the imbalanced data sets.
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The graph was generated employing the STRING on-line resource based on high confidence data related with 'co-expression/co-ocurrence'experimental/biochemicalcal data' and 'association in curated database/text mining' [ 17].
The second case study was based on high quality data collected in the winter 2014, at a location on Highway 25 in Montreal, Canada.
These findings are based on high quality data collected using a validated Electronic Data Capture instrument with strict field quality control.
This approach should help to improve the confidence of downstream in silico functional inference analyses based on high content data.
Notably this is the first comprehensive network screening study of non-insulin dependent diabetes in the GK rat based on high throughput data of the liver.
Based on high throughput data as well as a limited number of association studies, recent studies have indicated CASQ1 as a candidate gene associated with heat stroke [22 25].
The study was based on high quality data collected in a representative, stratified random sample of OUs that participated in a national prospective cohort study of planned place of birth.
The population-based cohort design based on high-quality data met the above challenges.
We conducted a trial-based economic evaluation based on high-quality data on costs and quality of life prospectively collected within a randomised trial.
The focus of our work is on class prediction based on high-dimensional data (e.g. microarray data), since such analyses are particularly exposed to this kind of bias.
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