Tumor detection in MR images using one-class immune feature weighted SVMs

IEEE Transactions on Magnetics

Volumn 47, Issue 10, 2011, Pages 3849-3852

  Guo, Lei ^a   Zhao, Lei ^b,c   Wu, Youxi ^a   Li, Ying ^a   Xu, Guizhi ^a   Yan, Qingxin ^d  

^a HEBEI UNIVERSITY OF TECHNOLOGY   (China)

^b BRIGHAM AND WOMEN S HOSPITAL   (United States)

^c XinAoMDT Technology Co Ltd ^*  (China)

^d TIANJIN POLYTECHNIC UNIVERSITY   (China)

Author keywords

Feature weight; immune algorithm; support vector machine; tumor detection

Indexed keywords

MAGNETIC RESONANCE IMAGING; MEDICAL IMAGING; SUPPORT VECTOR MACHINES; TUMORS;

CLASSIFICATION RESULTS; FEATURE WEIGHT; IMMUNE ALGORITHMS; IMPORTANCE DEGREES; NON-LINEAR DISTRIBUTION; ONE-CLASS SUPPORT VECTOR MACHINE; REAL APPLICATIONS; TUMOR DETECTION;

FEATURE EXTRACTION;

EID: 80053477407     PISSN: 00189464     EISSN: None     Source Type: Journal    
DOI: 10.1109/TMAG.2011.2158520     Document Type: Article

References (8)

1. J. Stoitsis, L. Valavanis, and S. G. Mougiakakou, "Computer aided diagnosis based on medical image processing and artificial intelligence methods," Nuclear Instrum. Methods Phys. Res., vol. 569, no. 2, pp. 591-595, 2006.
2. J. Zhou, K. L. Chan, and V. F. Chong et al., "Extraction of brain tumor from MR images using one-class support vector machin," in Conf. IEEE Eng. Med. Biol. Soc., 2005, pp. 6411-6414.
3. S. Y. Zhang, M. M. Hossain, and M. R. Hassan, "Feature weighted SVMs using receiver operating characteristics," in Proc. SDM, 2009, pp. 497-508.
4. V. Cutello, G. Niscosia, M. Pavone, and J. Timmis, "An immune algorithm for protein structure prediction on lattice models," IEEE Trans. Evol. Comput., vol. 11, no. 1, pp. 101-117, 2007.
5. G. Rätsch, B. Schölkopf, and S. Mika et al., SVM and Boosting: One Class GMD FIRST Berlin, Technical Report 119, November 2000.
6. J. Timmis, M. Neal, and J. Hunt, "An artificial immune system for data analysis," BioSystems, vol. 55, no. 1-3, pp. 143-150, 2000.
7. Y. Zhou, "Research on Recognition Method Based on Artificial Immunity," Ph.D. dissertation, Beijing Univ. of Science and Technology, Beijing, China, 2004.
8. L. Guo, "Research on 3D reconstruction for real head model based on SVM," Ph.D. dissertation, Hebei Univ. of Technology, Tianjin, China, 2007.