Statistical Fractal Models Based on GND-PCA and Its Application on Classification of Liver Diseases
Joint Authors
Chen, Yen-Wei
Feng, Tianjiao
Yang, Benqiang
Zhao, Di
Zhang, Libo
Jiang, Huiyan
Source
Issue
Vol. 2013, Issue 2013 (31 Dec. 2013), pp.1-8, 8 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2013-10-09
Country of Publication
Egypt
No. of Pages
8
Main Subjects
Abstract EN
A new method is proposed to establish the statistical fractal model for liver diseases classification.
Firstly, the fractal theory is used to construct the high-order tensor, and then Generalized N-dimensional Principal Component Analysis (GND-PCA) is used to establish the statistical fractal model and select the feature from the region of liver; at the same time different features have different weights, and finally, Support Vector Machine Optimized Ant Colony (ACO-SVM) algorithm is used to establish the classifier for the recognition of liver disease.
In order to verify the effectiveness of the proposed method, PCA eigenface method and normal SVM method are chosen as the contrast methods.
The experimental results show that the proposed method can reconstruct liver volume better and improve the classification accuracy of liver diseases.
American Psychological Association (APA)
Jiang, Huiyan& Feng, Tianjiao& Zhao, Di& Yang, Benqiang& Zhang, Libo& Chen, Yen-Wei. 2013. Statistical Fractal Models Based on GND-PCA and Its Application on Classification of Liver Diseases. BioMed Research International،Vol. 2013, no. 2013, pp.1-8.
https://search.emarefa.net/detail/BIM-1004814
Modern Language Association (MLA)
Jiang, Huiyan…[et al.]. Statistical Fractal Models Based on GND-PCA and Its Application on Classification of Liver Diseases. BioMed Research International No. 2013 (2013), pp.1-8.
https://search.emarefa.net/detail/BIM-1004814
American Medical Association (AMA)
Jiang, Huiyan& Feng, Tianjiao& Zhao, Di& Yang, Benqiang& Zhang, Libo& Chen, Yen-Wei. Statistical Fractal Models Based on GND-PCA and Its Application on Classification of Liver Diseases. BioMed Research International. 2013. Vol. 2013, no. 2013, pp.1-8.
https://search.emarefa.net/detail/BIM-1004814
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1004814