Intelligence Algorithms for Protein Classification by Mass Spectrometry
المؤلفون المشاركون
Zhou, Yang
Fan, Zichuan
Kong, Fanchen
Chen, Yiqing
Dai, Yalan
المصدر
العدد
المجلد 2018، العدد 2018 (31 ديسمبر/كانون الأول 2018)، ص ص. 1-11، 11ص.
الناشر
Hindawi Publishing Corporation
تاريخ النشر
2018-11-11
دولة النشر
مصر
عدد الصفحات
11
التخصصات الرئيسية
الملخص 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.
نمط استشهاد جمعية علماء النفس الأمريكية (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
نمط استشهاد الجمعية الأمريكية للغات الحديثة (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
نمط استشهاد الجمعية الطبية الأمريكية (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
نوع البيانات
مقالات
لغة النص
الإنجليزية
الملاحظات
Includes bibliographical references
رقم السجل
BIM-1125442
قاعدة معامل التأثير والاستشهادات المرجعية العربي "ارسيف Arcif"
أضخم قاعدة بيانات عربية للاستشهادات المرجعية للمجلات العلمية المحكمة الصادرة في العالم العربي
تقوم هذه الخدمة بالتحقق من التشابه أو الانتحال في الأبحاث والمقالات العلمية والأطروحات الجامعية والكتب والأبحاث باللغة العربية، وتحديد درجة التشابه أو أصالة الأعمال البحثية وحماية ملكيتها الفكرية. تعرف اكثر