Scalability and Validation of Big Data Bioinformatics Software
Sign Up to like & getrecommendations! Published in 2017 at "Computational and Structural Biotechnology Journal"
DOI: 10.1016/j.csbj.2017.07.002
Abstract: This review examines two important aspects that are central to modern big data bioinformatics analysis – software scalability and validity. We argue that not only are the issues of scalability and validation common to all… read more here.
Keywords: big data; scalability validation; data bioinformatics; software ... See more keywords
Leveraging big data bioinformatics approaches to extract knowledge from Staphylococcus aureus public omics data.
Sign Up to like & getrecommendations! Published in 2022 at "Critical reviews in microbiology"
DOI: 10.1080/1040841x.2022.2065905
Abstract: Staphylococcus aureus is a notorious pathogen posing challenges in the medical industry due to drug resistance and biofilm formation. The horizon of knowledge on S. aureus pathogenesis has expanded with the advancement of data-driven bioinformatics… read more here.
Keywords: bioinformatics approaches; staphylococcus aureus; leveraging big; omics data ... See more keywords
Interpretable Ensembles of Classifiers for Uncertain Data with Bioinformatics Applications.
Sign Up to like & getrecommendations! Published in 2022 at "IEEE/ACM transactions on computational biology and bioinformatics"
DOI: 10.1109/tcbb.2022.3218588
Abstract: Data uncertainty remains a challenging issue in many applications, but few classification algorithms can effectively cope with it. An ensemble approach for uncertain categorical features has recently been proposed, achieving promising results. It consists in… read more here.
Keywords: interpretable ensembles; classifiers uncertain; bioinformatics applications; data bioinformatics ... See more keywords