Literature DB >> 31816343

Supervised and unsupervised algorithms for bioinformatics and data science.

Ayesha Sohail1, Fatima Arif2.   

Abstract

Bioinformatics refers to an ever evolving huge field of research based on millions of algorithms, designated to several data banks. Such algorithms are either supervised or unsupervised. In this article, a detailed overview of the supervised and unsupervised techniques is presented with the aid of examples. The aim of this article is to provide the readers with the basic understanding of the state of the art models, which are key ingredients of explainable machine learning in the field of bioinformatics.
Copyright © 2019 Elsevier Ltd. All rights reserved.

Keywords:  Algorithms; Evolutionary bioinformatics; Machine learning; Support vector machine learning

Mesh:

Year:  2019        PMID: 31816343     DOI: 10.1016/j.pbiomolbio.2019.11.012

Source DB:  PubMed          Journal:  Prog Biophys Mol Biol        ISSN: 0079-6107            Impact factor:   3.667


  5 in total

1.  Forecasting the impact of environmental stresses on the frequent waves of COVID19.

Authors:  Zhenhua Yu; Abdel-Salam G Abdel-Salam; Ayesha Sohail; Fatima Alam
Journal:  Nonlinear Dyn       Date:  2021-08-05       Impact factor: 5.022

Review 2.  Application of Machine Learning for Cytometry Data.

Authors:  Zicheng Hu; Sanchita Bhattacharya; Atul J Butte
Journal:  Front Immunol       Date:  2022-01-03       Impact factor: 7.561

3.  Dialogue: High-throughput studies in rheumatology: time for unsupervised clustering?

Authors:  George Bertsias
Journal:  Lupus Sci Med       Date:  2021-12

Review 4.  Artificial Intelligence in Cardiovascular Atherosclerosis Imaging.

Authors:  Jia Zhang; Ruijuan Han; Guo Shao; Bin Lv; Kai Sun
Journal:  J Pers Med       Date:  2022-03-08

5.  Where Do We Stand in Regularization for Life Science Studies?

Authors:  Veronica Tozzo; Chloé-Agathe Azencott; Samuele Fiorini; Emanuele Fava; Andrea Trucco; Annalisa Barla
Journal:  J Comput Biol       Date:  2021-04-29       Impact factor: 1.479

  5 in total

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