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Large-scale data mining and bioinformatics analysis are indispensable in this field.
Recently, genome-wide molecular measurements, data mining and bioinformatics approaches have provided the means to explore human diseases from a molecular basis.
Therefore, disease stratification must be based on information derived from an expanded personal health record for the patient, along with the use of advanced technology, and comprehensive clinic testing followed by the development and application of sophisticated data mining and bioinformatics analysis [4].
He obtained a Ph.D. in Computer Science from the University of Essex, UK, in 1997, doing research on data mining; and an MPhil in Biological Sciences from the University of Liverpool, UK, in 2011, doing research on the biology of ageing with data mining and bioinformatics methods.
The AUC measure is a commonly used measure of predictive accuracy in data mining and bioinformatics.
The GO enrichment analysis was performed using the tools provided by the data mining and bioinformatics software Orange (http://orange.biolab.si/).si/
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Meantime, various powerful data mining and statistical bioinformatics methods have been propagated for identifying, prioritizing and classifying robust and generalizable biomarkers with high discriminatory ability [4], and some online bioinformatics data libraries, such as Enzyme, KEGG, Gene Ontology, NCBI Taxonomy, SwissProt and TrEMBL were generated for the store and management of data.
JB, BR and RS performed the genome data mining and other bioinformatics sequence analyses.
SK conceived of and designed the study, participated in the data mining and the bioinformatic analysis and wrote the manuscript.
We focus on computational methods for data mining and machine learning and bioinformatics methods for incorporating prior biological knowledge into data analysis algorithms.
Availability and implementation: PRROC is available from CRAN and is licensed under GPL 3. Contact: [email protected] The assessment of classifier performance is a recurring task in machine learning and data mining, and in particular in bioinformatics applications.
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