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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    Figures & Tables(14)
    Convergence analysis of four clustering algorithms. (a) FCM; (b) K-means; (c) DPC; (d) JW-FCM
    Clustering results of four clustering algorithms on Spiral data set. (a) FCM; (b) K-means; (c) DPC; (d) JW-FCM
    Clustering results of four clustering algorithms on S1 data set. (a) FCM; (b) K-means; (c) DPC; (d) JW-FCM
    Clustering results of four clustering algorithms on ISquare2 data set. (a) FCM; (b) K-means; (c) DPC; (d) JW-FCM
    Comparison of ACC indicators
    Comparison of ARI indicators
    Robustness comparison on Wine data set
    Robustness comparison on Thyroid data set
    Robustness comparison on D31 data set
    Robustness comparison on S1 data set
    Robustness comparison on Isquare2 data set
    Robustness comparison on Spiral data set
    • Table 1. Experimental data set properties

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      Table 1. Experimental data set properties

      Data setSample numberAttributesNumber of categories
      Wine178133
      Thyroid21553
      D31S1Isquare2Spiral3100500017413122222311563
    • Table 2. Performance comparison of four clustering algorithms on data set

      View table

      Table 2. Performance comparison of four clustering algorithms on data set

      Data setACCARIEntropy
      FCMK-meansDPCJW-FCMFCMK-meansDPCJW-FCMFCMK-meansDPCJW-FCM
      Wine0.4080.4560.4410.8980.0070.0060.0120.8540.1500.2500.1600.100
      Thyroid0.6150.6530.5240.7500.1680.1960.0750.6980.6000.7800.4700.420
      D310.8750.3580.8460.9930.6540.3240.7560.8820.3200.3200.2300.180
      S10.6570.6850.8761.0000.5980.6980.8971.0000.7600.8900.7600.630
      Isquare20.9760.7640.9851.0000.9750.7080.9681.0000.0800.2700.1300.060
      Spiral0.3560.4050.5291.0000.0030.0110.2761.0000.9600.9600.6600.460
      Mean0.6480.5540.7000.9400.4010.3240.4970.9060.4780.5780.4020.308
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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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