Construction of Pancreatic Cancer Classifier Based on SVM Optimized by Improved FOA

المؤلفون المشاركون

Ma, Xiaoqi
Zheng, Ruiping
Zhao, Di
Jiang, Huiyan

المصدر

BioMed Research International

العدد

المجلد 2015، العدد 2015 (31 ديسمبر/كانون الأول 2015)، ص ص. 1-12، 12ص.

الناشر

Hindawi Publishing Corporation

تاريخ النشر

2015-10-12

دولة النشر

مصر

عدد الصفحات

12

التخصصات الرئيسية

الطب البشري

الملخص EN

A novel method is proposed to establish the pancreatic cancer classifier.

Firstly, the concept of quantum and fruit fly optimal algorithm (FOA) are introduced, respectively.

Then FOA is improved by quantum coding and quantum operation, and a new smell concentration determination function is defined.

Finally, the improved FOA is used to optimize the parameters of support vector machine (SVM) and the classifier is established by optimized SVM.

In order to verify the effectiveness of the proposed method, SVM and other classification methods have been chosen as the comparing methods.

The experimental results show that the proposed method can improve the classifier performance and cost less time.

نمط استشهاد جمعية علماء النفس الأمريكية (APA)

Jiang, Huiyan& Zhao, Di& Zheng, Ruiping& Ma, Xiaoqi. 2015. Construction of Pancreatic Cancer Classifier Based on SVM Optimized by Improved FOA. BioMed Research International،Vol. 2015, no. 2015, pp.1-12.
https://search.emarefa.net/detail/BIM-1056697

نمط استشهاد الجمعية الأمريكية للغات الحديثة (MLA)

Jiang, Huiyan…[et al.]. Construction of Pancreatic Cancer Classifier Based on SVM Optimized by Improved FOA. BioMed Research International No. 2015 (2015), pp.1-12.
https://search.emarefa.net/detail/BIM-1056697

نمط استشهاد الجمعية الطبية الأمريكية (AMA)

Jiang, Huiyan& Zhao, Di& Zheng, Ruiping& Ma, Xiaoqi. Construction of Pancreatic Cancer Classifier Based on SVM Optimized by Improved FOA. BioMed Research International. 2015. Vol. 2015, no. 2015, pp.1-12.
https://search.emarefa.net/detail/BIM-1056697

نوع البيانات

مقالات

لغة النص

الإنجليزية

الملاحظات

Includes bibliographical references

رقم السجل

BIM-1056697