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. Author manuscript; available in PMC: 2018 Aug 15.
Published in final edited form as: Knowl Based Syst. 2017 May 19;130:33–50. doi: 10.1016/j.knosys.2017.05.018

Table A1.

Performance comparisons of ten involved algorithms on TI_T 2_1 to TI_T 2_6.

Data sets Validity Metrics FCM LSSMTC CombKM DRCC CKM SFCM STC TSC KL-TFCM-c KL-TFCM-f
TI_T2_1 NMI-mean 0.0670 0.1250 0.0491 0.1745 0.1572 0.1812 0.2593 0.2723 0.3444 0.3372
NMI-std 0.0033 0.0217 0.0020 0.0221 0.0056 0.0083 0.0213 0.0059 0.0062 0.0095
RI-mean 0.7501 0.6545 0.5101 0.6901 0.7671 0.6898 0.7979 0.8000 0.8158 0.8111
RI-std 0.0051 0.0108 0.0339 0.0045 0.0036 0.0125 0.0072 0.0023 0.0057 0.0090
TI_T2_2 NMI-mean 0.0217 0.0903 0.0330 0.1016 0.1190 0.1061 0.2077 0.2403 0.2804 0.2839
NMI-std 0.0011 0.0014 0.0037 0.0086 0.0152 0.0067 0.0073 0.0041 0.0227 0.0199
RI-mean 0.7422 0.7015 0.5855 0.7147 0.7543 0.6831 0.7830 0.7845 0.7958 0.7984
RI-std 0.0012 0.0059 0.0033 0.0134 0.0037 0.0178 0.0024 0.0082 0.0113 0.0087
TI_T2_3 NMI-mean 0.3207 0.4122 0.1201 0.4685 0.5036
NMI-std 0.0100 0.0008 0.0167 0.0002 0
RI-mean 0.6977 0.7542 0.6042 0.7757 0.7886
RI-std 0.0066 0.0006 0.0123 0.0001 0
TI_T2_4 NMI-mean 0.1005 0.3032 0.1355 0.3755 0.4179
NMI-std 0.0146 0.0023 0.0046 0.0173 0.0005
RI-mean 0.6564 0.7104 0.6660 0.7448 0.7633
RI-std 0.0063 0.0011 0.0019 0.0058 0.0001
TI_T2_5 NMI-mean 0.1249 0.2691 0.1597 0.3081 0.3465
NMI-std 0.0077 0.0124 0.0067 0.0449 0.0150
RI-mean 0.7052 0.7378 0.7064 0.7587 0.7623
RI-std 0.0049 0.0158 0.0089 0.0224 0.0082
TI_T2_6 NMI-mean 0.1727 0.3022 0.1846 0.3419 0.3851
NMI-std 0.0078 0.0131 0.0249 0.0216 0.0069
RI-mean 0.7394 0.7677 0.7393 0.7877 0.7938
RI-std 0.0069 0.0361 0.0052 0.0076 0.0008