Laser & Optoelectronics Progress, Volume. 58, Issue 8, 0810006-1(2021)

Weighted FCM Clustering Algorithm Based on Jeffrey Divergence Similarity Measure

Chenwen Wu, Ning Ma*, and Yufan Jiang
Author Affiliations
  • School of Electronics and Information Engineering, Lanzhou Jiaotong University, Lanzhou, Gansu 730070, China
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    References(29)

    [3] Tong X J, Wu Y C. An improved spectral ensemble clustering algorithm in data mining[J]. Journal of Terahertz Science and Electronic Information Technology, 18, 497-503(2020).

    [8] Banerjee A, Merugu S, Dhillon I et al. Clustering with bregman divergences[C]. //Proceedings of the 2004 SIAM International Conference on Data Mining, Philadelphia, PA: Society for Industrial and Applied Mathematics(2004).

    [10] Puzicha J, Hofmann T, Buhmann J M. Non-parametric similarity measures for unsupervised texture segmentation and image retrieval[C]. //Proceedings of IEEE Computer Society Conference on Computer Vision and Pattern Recognition, June 17-19, 1997, San Juan, Puerto Rico, USA, 267-272(1997).

    [13] Xing H J, Wang X Z, Ha M H. A comparative experimental study of feature-weight learning approaches[C]. //2011 IEEE International Conference on Systems, Man, and Cybernetics, October 9-12, 2011, Anchorage, AK, USA, 3500-3505(2011).

    [14] Nazari M, Shanbehzadeh J, Sarrafzadeh A. Fuzzy c-means based on automated variable feature weighting[C]. //Proceedings of the International MultiConference of Engineers and Computer Scientists, IMECS 2013, March 13 - 15, 2013, Hong Kong.

    [15] Ferreira M R P, de Carvalho F D A T. Kernel fuzzy c-means with automatic variable weighting[J]. Fuzzy Sets and Systems, 237, 1-46(2014).

    [21] Bezdek J C. Pattern recognition with fuzzy objective function algorithms[M]. Boston: Springer, 442, 1-13(1983).

    [24] Zheng J, You H J. Change detection with SAR images based on radon transform and Jeffrey divergence[J]. Journal of Radars, 1, 182-189(2012).

    [26] Chen Y W, Shen L L, Zhong C M et al. Survey on density peak clustering algorithm[J]. Journal of Computer Research and Development, 57, 378-394(2020).

    [27] Shang F H, Jiao L C, Shi J R et al. Fast affinity propagation clustering: a multilevel approach[J]. Pattern Recognition, 45, 474-486(2012).

    [28] Vinh N X, Epps J, Bailey J. Bibliometrics: information theoretic measures for clusterings comparison[C]. //The International Conference on Machine Learning, July 11-14, 2010, Qingdao, China. New York: ACM, 2837-2854(2010).

    [29] Clausius R. Ueber eine veränderte Form des zweiten Hauptsatzes der mechanischen Wärmetheorie[J]. Annalen Der Physik Und Chemie, 169, 481-506(1854).

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    Chenwen Wu, Ning Ma, Yufan Jiang. Weighted FCM Clustering Algorithm Based on Jeffrey Divergence Similarity Measure[J]. Laser & Optoelectronics Progress, 2021, 58(8): 0810006-1

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    Paper Information

    Category: Image Processing

    Received: Jul. 13, 2020

    Accepted: Sep. 9, 2020

    Published Online: Apr. 6, 2021

    The Author Email: Ma Ning (2996771799@qq.com)

    DOI:10.3788/LOP202158.0810006

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