Optics and Precision Engineering, Volume. 21, Issue 8, 2137(2013)

Prostate tumor recognition based on two-stage integrating SVM

ZHOU Tao1,*... LU Hui-ling1, CHEN Zhi-qiang2 and MA Miao3 |Show fewer author(s)
Author Affiliations
  • 1[in Chinese]
  • 2[in Chinese]
  • 3[in Chinese]
  • show less
    References(16)

    [1] [1] HE Y L.Multimodal medical image registration, fusion and intelligent diagnosis system research[D].GuangZhou: South China University of Technology,2006.(in Chinese)

    [2] [2] SHI F B, WEI J H, WANG Z L, et al.Normal prostate and benign prostatic hyperplasia: MR imaging at 1.5T[J].Chinese Journal of Geriatrics, 1997,16(2): 79-83.(in Chinese)

    [3] [3] HUA L X,JU X B,WU H F,et al..The expression of androgen receptor gene in benign prostatic hyperplasia and prostatic cancer tissues [J].Chinese Journal of Geriatrics,2003,22(7): 405-408. (in Chinese)

    [4] [4] NIAF E,ROUVIRE O,MGE-LECHEVALLIER F, et al..Computer-aided diagnosis of prostate cancer in the peripheral zone using multiparametric MRI [J].Physics in Medicine and Biology,2012,57(12): 3833-3851.

    [5] [5] LIOBET R,TOSELLI A H,JUAN C, et al..Computer-aided prostate cancer detection in ultrasonographic images [C].Pattern Recognition and Image Analysis,2003,2652: 411-419.

    [6] [6] TABESH A,TEVEROVSKIY M,PANG H Y,et al..Multifeature prostate cancer diagnosis and gleason grading of Histological [J].IEEE Transactions on Medical Imaging,2007,26(10): 1366-1378.

    [7] [7] ZHONG H,YANG X M,JIAO L CH. Texture classification based on multiresolution co-occurrence matrix [J].Journal of Computer Research and Development,2011,48(11): 1991-1999.(in Chinese)

    [8] [8] BO H,MA F L,JIAO L C. Research on computation of GLCM of image texture [J].Acta Electronica Sinica, 2006,34(1): 155-159.(in Chinese)

    [9] [9] HU M K.Visual pattern recognition by moment invariants[J].IEEE Transactions on Information Theory,1962,8(2): 179-187.

    [10] [10] CARUANA R,NICULESCU-MIZIL A,CREW G,et al..Ensemble selection from libraries of Models[C].Proceedings of the 21th International Conference on Maching Learning,2004,137-144.

    [11] [11] SAIN S R. The Nature of Statistical Learning Theory [M].New York: Springer-Verlag ,1995.

    [13] [13] ZHANG CH X,ZHANG J SH.A survey of selective ensemble learning algorithms[J].Chinese Journal of Computers, 2011,34(8): 1399-1410.(in Chinese)

    [14] [14] KIM H C, PANG S N, JE H M, et al.. Constructing Support Vector Machine Ensemble [J].Pattern Recognition, 2003,36(12): 2757-2767.

    [15] [15] VALENTINI G, MUSELI M, RUFFINO F. Cancer recognition with bagged ensembles of support vector machines[J].Neuro computing,2004,56: 461-466.

    [16] [16] DUIN R P W.The combining classifier: to train or not to train [C].16th International Conference on Pattern Recognition,2002,2: 765-770.

    CLP Journals

    [1] JIN Wei, Fu Ran-di, FAN Ya-hui, Wang Wen-long, Tian Wen-zhe. Cumulonimbus detection by using decision fusion of multi-FSVM[J]. Optics and Precision Engineering, 2014, 22(12): 3427

    Tools

    Get Citation

    Copy Citation Text

    ZHOU Tao, LU Hui-ling, CHEN Zhi-qiang, MA Miao. Prostate tumor recognition based on two-stage integrating SVM[J]. Optics and Precision Engineering, 2013, 21(8): 2137

    Download Citation

    EndNote(RIS)BibTexPlain Text
    Save article for my favorites
    Paper Information

    Category:

    Received: Dec. 27, 2012

    Accepted: --

    Published Online: Sep. 6, 2013

    The Author Email: Tao ZHOU (zhout123@gmail.com)

    DOI:10.3788/ope.20132108.2137

    Topics