Intelligence Algorithms for Protein Classification by Mass Spectrometry
Joint Authors
Zhou, Yang
Fan, Zichuan
Kong, Fanchen
Chen, Yiqing
Dai, Yalan
Source
Issue
Vol. 2018, Issue 2018 (31 Dec. 2018), pp.1-11, 11 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2018-11-11
Country of Publication
Egypt
No. of Pages
11
Main Subjects
Abstract EN
Mass spectrometry (MS) is an important technique in protein research.
Effective classification methods by MS data could contribute to early and less-invasive diagnosis and also facilitate developments in the bioinformatics field.
As MS data is featured by high dimension, appropriate methods which can effectively deal with the large amount of MS data have been widely studied.
In this paper, the applications of methods based on intelligence algorithms have been investigated.
Firstly, classification and biomarker analysis methods using typical machine learning approaches have been discussed.
Then those are followed by the Ensemble strategy algorithms.
Clearly, simple and basic machine learning algorithms hardly addressed the various needs of protein MS classification.
Preprocessing algorithms have been also studied, as these methods are useful for feature selection or feature extraction to improve classification performance.
Protein MS data growing with data volume becomes complicated and large; improvements in classification methods in terms of classifier selection and combinations of different algorithms and preprocessing algorithms are more emphasized in further work.
American Psychological Association (APA)
Fan, Zichuan& Kong, Fanchen& Zhou, Yang& Chen, Yiqing& Dai, Yalan. 2018. Intelligence Algorithms for Protein Classification by Mass Spectrometry. BioMed Research International،Vol. 2018, no. 2018, pp.1-11.
https://search.emarefa.net/detail/BIM-1125442
Modern Language Association (MLA)
Fan, Zichuan…[et al.]. Intelligence Algorithms for Protein Classification by Mass Spectrometry. BioMed Research International No. 2018 (2018), pp.1-11.
https://search.emarefa.net/detail/BIM-1125442
American Medical Association (AMA)
Fan, Zichuan& Kong, Fanchen& Zhou, Yang& Chen, Yiqing& Dai, Yalan. Intelligence Algorithms for Protein Classification by Mass Spectrometry. BioMed Research International. 2018. Vol. 2018, no. 2018, pp.1-11.
https://search.emarefa.net/detail/BIM-1125442
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1125442