Research Article
Finding Community Modules of Brain Networks Based on PSO with Uniform Design
Table 3
Comparisons of the conductance metric.
| Dataset | UPSO | Spectral clustering | FastQ | Danon | Louvain |
| ASD67B | 0.3479 (0.0057) | 0.3642 (0.0001) | 0.5629 | 0.5598 | 0.3793 | ASD70B | 0.3720 (0.0028) | 0.4476 (0.0058) | 0.5937 | 0.4961 | 0.4213 | ASD75B | 0.2210 (0.0000) | 0.2585 (0.0000) | 0.3912 | 0.4342 | 0.2220 | ASD76C | 0.2305 (0.0855) | 0.2546 (0.0000) | 0.6694 | 0.4284 | 0.3098 | ASD82 | 0.3155 (0.0005) | 0.3536 (0.0013) | 0.5886 | 0.3870 | 0.3179 | ASD83B | 0.4531 (0.0006) | 0.4640 (0.0194) | 0.4942 | 0.4740 | 0.4547 | ASD90B | 0.3387 (0.0325) | 0.4247 (0.0028) | 0.6393 | 0.4577 | 0.4074 | ASD91B | 0.3461 (0.0354) | 0.4360 (0.0029) | 0.3510 | 0.6153 | 0.4206 | ASD92 | 0.2726 (0.0000) | 0.3851 (0.0223) | 0.6138 | 0.2923 | 0.3628 | ASD95 | 0.3407 (0.0477) | 0.3967 (0.0011) | 0.5686 | 0.4978 | 0.3723 | ASD97 | 0.2773 (0.0471) | 0.3541 (0.0067) | 0.5375 | 0.3928 | 0.3382 | ASD102 | 0.3095 (0.0001) | 0.3184 (0.0015) | 0.5280 | 0.5410 | 0.3169 | ASD103 | 0.2831 (0.0003) | 0.2995 (0.0424) | 0.3565 | 0.3708 | 0.2832 | ASD106 | 0.3569 (0.0074) | 0.3912 (0.0251) | 0.4396 | 0.4131 | 0.3577 | ASD108 | 0.3510 (0.0019) | 0.3644 (0.0107) | 0.4666 | 0.4813 | 0.3876 | ASD112 | 0.3104 (0.0001) | 0.3501 (0.0024) | 0.4750 | 0.4884 | 0.3159 | ASD113 | 0.3505 (0.0298) | 0.3725 (0.0002) | 0.4801 | 0.5659 | 0.3703 | ASD115 | 0.2821 (0.0009) | 0.3292 (0.0012) | 0.5690 | 0.3497 | 0.3770 | ASD117 | 0.3444 (0.0624) | 0.4642 (0.0036) | 0.6117 | 0.4721 | 0.3812 | ASD119 | 0.2305 (0.0442) | 0.4344 (0.0238) | 0.2436 | 0.2449 | 0.3521 | ASD120 | 0.3495 (0.0010) | 0.3642 (0.0012) | 0.3721 | 0.4348 | 0.3534 | ASD124 | 0.3445 (0.0435) | 0.3835 (0.0104) | 0.6241 | 0.6151 | 0.3821 | ASD127 | 0.2640 (0.0004) | 0.3739 (0.0006) | 0.4904 | 0.3719 | 0.3395 | ASD129 | 0.3648 (0.0000) | 0.4552 (0.0012) | 0.5646 | 0.3807 | 0.4096 | ASD131 | 0.3936 (0.0200) | 0.4379 (0.0268) | 0.5357 | 0.4347 | 0.4118 | ASD132 | 0.2245 (0.0005) | 0.3295 (0.0020) | 0.3921 | 0.3629 | 0.3633 | ASD142 | 0.2243 (0.0011) | 0.3665 (0.0011) | 0.2653 | 0.3971 | 0.3116 | ASD143 | 0.3914 (0.0054) | 0.4562 (0.0267) | 0.6157 | 0.4672 | 0.4204 | TD86C | 0.3516 (0.0570) | 0.4259 (0.0003) | 0.6306 | 0.5136 | 0.3625 | TD101B | 0.2422 (0.0004) | 0.4026 (0.0073) | 0.4243 | 0.4286 | 0.3870 | TD103B | 0.2280 (0.0030) | 0.3739 (0.0223) | 0.2292 | 0.2332 | 0.3158 | TD105 | 0.2368 (0.0007) | 0.2454 (0.0017) | 0.4263 | 0.2948 | 0.3749 | TD107B | 0.3336 (0.0024) | 0.3661 (0.0000) | 0.4618 | 0.4732 | 0.3413 | TD108B | 0.3522 (0.0003) | 0.3689 (0.0005) | 0.4878 | 0.5875 | 0.3687 | TD111B | 0.3200 (0.0388) | 0.4257 (0.0032) | 0.6067 | 0.5787 | 0.4281 | TD112B | 0.2342 (0.0005) | 0.4137 (0.0225) | 0.3951 | 0.4047 | 0.3708 | TD114 | 0.2541 (0.0521) | 0.3611 (0.0000) | 0.3000 | 0.4558 | 0.3848 | TD118 | 0.3600 (0.0125) | 0.3902 (0.0142) | 0.4893 | 0.5571 | 0.3777 | TD120 | 0.2535 (0.0508) | 0.3719 (0.0007) | 0.4958 | 0.4957 | 0.3676 | TD121 | 0.2743 (0.0242) | 0.3059 (0.0001) | 0.3811 | 0.3871 | 0.2761 | TD122 | 0.1898 (0.0007) | 0.3160 (0.0006) | 0.2052 | 0.3717 | 0.2880 | TD126 | 0.2602 (0.0454) | 0.3878 (0.0012) | 0.3411 | 0.3774 | 0.3747 | TD132 | 0.2231 (0.0006) | 0.2261 (0.0002) | 0.2465 | 0.2384 | 0.2243 | TD133 | 0.4000 (0.0006) | 0.4010 (0.0011) | 0.5319 | 0.5189 | 0.4017 | TD134 | 0.2502 (0.0526) | 0.3739 (0.0370) | 0.5126 | 0.4128 | 0.2649 | TD135 | 0.2851 (0.0626) | 0.4011 (0.0309) | 0.4591 | 0.4843 | 0.3022 | TD140 | 0.2708 (0.0017) | 0.3939 (0.0017) | 0.4986 | 0.5153 | 0.3833 | TD142 | 0.2309 (0.0000) | 0.2429 (0.0032) | 0.5243 | 0.2889 | 0.2453 | TD144 | 0.3574 (0.0041) | 0.4481 (0.0102) | 0.5736 | 0.3653 | 0.4091 | TD145 | 0.2168 (0.0029) | 0.3712 (0.0008) | 0.4763 | 0.3503 | 0.3183 | ASD93B | 0.3384 (0.0001) | 0.3761 (0.0023) | 0.2957 | 0.2837 | 0.3544 | ASD96B | 0.2880 (0.0000) | 0.3455 (0.0434) | 0.5993 | 0.2223 | 0.2876 | ASD99 | 0.3170 (0.0004) | 0.3303 (0.0322) | 0.2893 | 0.2439 | 0.3179 | ASD104 | 0.3141 (0.0000) | 0.3259 (0.0000) | 0.2855 | 0.2854 | 0.3151 | ASD111 | 0.3839 (0.0000) | 0.3891 (0.0004) | 0.2866 | 0.2853 | 0.3809 | ASD114 | 0.3693 (0.0044) | 0.3948 (0.0039) | 0.3634 | 0.3576 | 0.3751 | ASD116 | 0.3974 (0.0138) | 0.4165 (0.0007) | 0.4772 | 0.3825 | 0.3943 | ASD125 | 0.3478 (0.0264) | 0.4216 (0.0164) | 0.5709 | 0.3181 | 0.4066 | ASD130 | 0.3349 (0.0006) | 0.3507 (0.0174) | 0.4471 | 0.2749 | 0.3944 | ASD133 | 0.3337 (0.0006) | 0.3599 (0.0248) | 0.5303 | 0.2722 | 0.3385 | ASD134 | 0.3563 (0.0334) | 0.4460 (0.0032) | 0.5267 | 0.3155 | 0.4194 | ASD138 | 0.3463 (0.0032) | 0.3511 (0.0152) | 0.4444 | 0.2719 | 0.3347 | TD100C | 0.3565 (0.0002) | 0.3601 (0.0044) | 0.5727 | 0.3244 | 0.3606 | TD102B | 0.3387 (0.0003) | 0.3805 (0.0002) | 0.4720 | 0.2715 | 0.3414 | TD124 | 0.2949 (0.0003) | 0.3319 (0.0000) | 0.4469 | 0.2544 | 0.2959 | TD125 | 0.3443 (0.0016) | 0.3479 (0.0004) | 0.5600 | 0.3071 | 0.4080 | TD128 | 0.3055 (0.0183) | 0.3264 (0.0000) | 0.5013 | 0.2585 | 0.3645 | TD129 | 0.3146 (0.0015) | 0.3451 (0.0017) | 0.3144 | 0.2690 | 0.3323 | TD136 | 0.3175 (0.0002) | 0.3432 (0.0005) | 0.3995 | 0.2914 | 0.3177 | TD138B | 0.3241 (0.0407) | 0.3734 (0.0002) | 0.3291 | 0.1568 | 0.3231 | TD139 | 0.3146 (0.0001) | 0.3255 (0.0000) | 0.2431 | 0.5279 | 0.3200 | TD143 | 0.3040 (0.0002) | 0.3080 (0.0003) | 0.2403 | 0.2491 | 0.2990 | ASD73C | 0.3280 (0.0014) | 0.3459 (0.0008) | 0.3091 | 0.4343 | 0.3503 | TD113B | 0.2731 (0.0675) | 0.3749 (0.0000) | 0.1559 | 0.1613 | 0.3938 | TD123 | 0.3128 (0.0004) | 0.3480 (0.0137) | 0.2448 | 0.4228 | 0.3687 | TD130B | 0.3272 (0.0011) | 0.3301 (0.0002) | 0.2646 | 0.4517 | 0.3145 | ASD87B | 0.3111 (0.0010) | 0.2148 (0.0000) | 0.2325 | 0.2359 | 0.2958 | TD131 | 0.3509 (0.0242) | 0.3776 (0.0010) | 0.4897 | 0.5127 | 0.3437 | TD137 | 0.3402 (0.0000) | 0.3721 (0.0019) | 0.4255 | 0.4057 | 0.3363 |
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