基于K均值和模糊C均值的数值型数据聚类算法

***************************************** 本次运行的聚类结果为: 第1类的样本个数为：166 第2类的样本个数为：166 第3类的样本个数为：168 第1类的样本为： [3.3869 0.0067218][3.1967 0.029668][3.5496 0.71933 ][2.8399 0.86192 ] [3.1126 0.12465 ][3.4376 0.62201 ][3.3633 1.009 ][3.5571 0.17847 ] [4.6428 0.33527 ][3.5948 0.11894 ][3.0977 0.57805 ][3.4881 0.35308 ] [2.8387 0.27021 ][3.9876 -0.46161][3.6223 0.19969 ][4.532 -0.040138] [2.919 -0.4403 ][3.2417 0.84497 ][3.6453 0.7638 ][3.695 0.070964] [3.3658 -0.16729][3.6871 0.58506 ][3.4324 0.76896 ][3.5313 -0.26839] [3.2776 0.96966 ][3.1791 0.10018 ][3.8335 0.04912 ][2.4328 0.22108 ] [2.8755 0.38714 ][4.1683 0.087772][3.2108 0.28597 ][3.3891 0.321 ] [3.1588 0.89704 ][3.3505 0.80049 ][2.9261 -0.015628][2.7656 0.4196 ] [3.8889 0.71835 ][3.2382 0.022138][3.9858 0.030732][2.9379 0.12211 ] [3.429 0.49482 ][3.3281 0.29217 ][3.5199 0.35818 ][3.5262 0.34243 ] [3.4371 0.42471 ][3.3803 1.0441 ][3.4343 0.18424 ][2.6698 0.81723 ] [3.6476 0.34386 ][2.9907 0.12787 ][3.2265 0.64118 ][3.0738 0.22682 ] [3.9632 0.53725 ][3.8227 0.12899 ][3.803 0.41997 ][3.0996 -0.13637] [3.8304 0.55237 ][3.335 -0.8259 ][3.8992 0.18666 ][3.9282 0.48969 ] [3.6105 -0.16561][2.5832 -0.017752][3.8803 0.46941 ][3.1502 0.33009 ] [3.6647 0.061162][3.748 -0.11351][3.6978 -0.51596][3.5058 0.24241 ] [3.8742 0.67559 ][3.5379 0.95492 ][3.7254 0.51301 ][3.5718 1.0708 ] [3.264 0.62439 ][3.3127 0.16094 ][3.9275 0.1474 ][4.1043 0.12916 ] [3.366 0.61999 ][3.245 0.47597 ][3.7231 0.091797][3.4168 0.032771] [3.1878 0.2339 ][3.9442 1.0148 ][3.2969 -0.29469][3.8474 0.73361 ] [2.263 0.40379 ][2.9182 0.19389 ][3.9153 0.49638 ][4.4329 0.81132 ] [3.5142 -0.070383][2.887 -0.13492][4.0674 1.0587 ][3.4039 0.5387 ] [3.8792 0.97597 ][3.6275 -0.2133 ][3.5247 0.42718 ][3.5825 0.18602 ] [3.8679 0.098945][3.7608 -0.1884 ][3.2797 -0.11335][3.3657 1.3977 ] [4.149 0.37055 ][3.1375 -0.066144][3.4516 0.49716 ][3.8064 -0.35748] [3.7602 0.27185 ][3.1772 0.54047 ][3.8279 -0.51735][3.0749 -0.12652] [3.4854 0.34771 ][4.0295 0.42999 ][3.0711 0.30601 ][3.5365 -0.11527] [3.5551 0.04774 ][4.0918 0.80264 ][4.3648 0.61649 ][3.8995 0.74571 ] [3.7161 0.83581 ][3.7323 0.48016 ][3.5136 0.31513 ][3.7479 -0.1278 ] [3.6998 0.014057][3.7718 0.058532][4.2348 0.082386][4.1696 -0.24402] [3.3144 0.61425 ][3.2475 0.46232 ][3.3505 0.32367 ][4.0474 0.47442 ] [3.7152 0.44914 ][3.3503 0.16763 ][4.0621 -0.079817][3.1887 0.41368 ] [3.5327 0.23681 ][3.6426 0.49244 ][2.7069 0.24823 ][3.8534 0.3697 ] [3.4855 0.48532 ][3.6214 0.24553 ][3.8361 0.72291 ][3.6287 0.18001 ] [3.464 0.38573 ][3.7407 0.56563 ][3.5142 -0.18124][3.3278 0.01289 ] [3.6978 0.48207 ][3.0317 -0.13823][2.7865 0.36413 ][3.3166 0.022229] [2.8158 -0.15676][3.7986 0.57293 ][3.6715 -0.71577][3.6786 0.35971 ] [3.3241 -0.53891][3.4235 1.0104 ][3.1609 0.13698 ][3.5411 0.22185 ] [3.6527 0.12186 ][4.0601 0.27394 ][3.1492 0.13873 ][4.1823 0.66152 ] [3.7938 0.50974 ][3.0661 0.51288 ][3.1187 0.48927 ][3.6213 -0.061681] [3.3709 0.34886 ][3.7815 0.28523 ] 第2类的样本为： [1.206 0.34991 ][-0.244550.043377][0.86975 0.58863 ][0.68691 0.4061 ] [0.89218 0.31794 ][0.96384 0.63106 ][0.23952 -0.51323][0.76206 0.096044] [0.30431 -0.26971][0.71308 -0.11888][0.30618 0.46365 ][0.84829 0.38477 ] [0.47091 -0.91835][0.69582 0.12689 ][0.87045 0.62414 ][0.99026 0.26342 ] [0.67089 0.27664 ][0.94897 -0.3527 ][1.045 0.12538 ][0.36337 0.64551 ] [0.41709 -0.086736][0.22537 0.41578 ][1.2021 0.76548 ][0.00213340.54383 ] [0.43481 0.21095 ][0.59818 -0.42935][0.13256 0.31946 ][0.61472 1.2306 ] [0.43099 0.91739 ][0.055484-0.00086942][0.50643 -0.076922][1.0389 0.029411] [0.34992 0.4549 ][0.61912 -0.7188 ][0.60371 0.14689 ][0.48876 0.11387 ] [0.63688 0.66688 ][0.81003 0.59688 ][1.3239 0.087577][0.32998 0.19795 ] [0.17468 0.17349 ][-0.300650.26423 ][-0.0346690.56881 ][0.88946 0.29452 ] [-0.0185370.73878 ][0.18265 0.046583][1.5512 0.65718 ][0.71954 0.55386 ] [0.34997 -0.0074745][0.59504 0.6963 ][0.63614 -0.3442 ][0.53157 -0.13925] [0.38081 0.38204 ][1.0059 -0.031985][0.90908 0.26088 ][0.65553 0.12246 ] [0.76094 0.46213 ][0.0181280.20303 ][1.214 0.41213 ][0.14926 -0.10277] [0.43143 -0.040564][0.80776 -0.069972][1.1064 -0.48519][0.77021 0.17899 ] [0.50605 0.78408 ][0.85337 0.23429 ][0.42808 -0.1212 ][0.64355 0.14051 ] [0.10224 0.10014 ][0.0849730.78141 ][0.73757 0.56197 ][0.055709-0.11741] [1.1026 0.47886 ][0.87976 0.08302 ][0.10188 0.59163 ][0.72266 0.16617 ] [0.48495 0.0058061][0.0359330.34316 ][0.82295 0.7284 ][0.15933 0.56478 ] [0.4002 0.58824 ][1.4496 0.050993][0.54062 0.91406 ][0.55241 0.30624 ] [0.23663 0.29933 ][0.12797 0.41585 ][0.39759 0.65518 ][-0.105420.1846 ] [1.0095 -0.059103][0.84012 -0.44407][1.4286 0.21964 ][0.43668 0.38006 ] [0.5796 0.52489 ][0.80296 0.058089][-0.277860.30649 ][0.36306 0.74643 ] [0.45539 -0.19909][0.66552 0.55184 ][0.63496 -0.033423][0.30974 0.014851] [0.58332 0.11921 ][0.86819 0.12625 ][0.58957 0.19642 ][0.74661 -0.2245 ] [0.96422 0.26076 ][1.203 -0.23908][1.0701 0.75318 ][0.89255 -0.12391] [0.38226 -0.087654][0.58837 0.31597 ][0.99119 0.13549 ][-0.136350.40652 ] [0.63122 -0.26214][0.42793 0.062658][0.69843 0.10404 ][0.81675 0.42096 ] [0.58265 0.33435 ][0.94548 0.30201 ][0.98558 0.4398 ][0.83204 0.44929 ] [0.0069386-0.02987][0.91721 -0.039825][0.08425 -0.25733][0.22013 0.57214 ] [0.67807 0.25002 ][1.0678 0.093557][0.4731 0.74521 ][1.1731 0.40274 ] [1.2059 0.36398 ][0.73105 -0.028523][0.87656 0.082003][0.12972 0.63958 ] [1.5365 -0.030165][0.74224 0.12905 ][0.77129 0.12798 ][1.0145 0.009302] [0.27846 0.25428 ][1.1209 0.46951 ][-0.343680.72384 ][0.65143 0.39998 ] [0.17091 0.45534 ][1.3901 0.32178 ][0.45086 -0.16863][0.81136 0.61289 ] [0.83454 0.25024 ][0.83727 0.75136 ][0.14053 0.13116 ][0.63657 -0.25844] [0.60582 -0.050421][0.88017 0.4911 ][0.77137 0.46309 ][0.42408 0.24977 ] [0.2365 0.398 ][0.66016 0.095188][0.92202 0.06399 ][0.53759 0.65266 ] [0.4692 0.62459 ][0.51709 0.9514 ][0.92722 -0.071781][0.22037 -0.098361] [0.50072 0.29908 ][0.84158 0.020364][0.37507 0.31405 ][0.83423 0.34313 ] [0.6794 -0.085619][1.3137 0.49114 ] 第3类的样本为： [1.9249 1.7693 ][2.0883 2.1401 ][2.1116 1.8078 ][1.9472 1.7057 ] [2.8714 1.1294 ][1.8299 1.2793 ][2.0349 1.8043 ][1.9189 1.1652 ] [1.4354 1.5278 ][1.953 1.9167 ][1.808 1.5547 ][2.1756 2.2871 ] [2.4188 1.98 ][2.7078 2.1153 ][2.4018 1.6468 ][1.7981 1.4334 ] [2.1713 1.8164 ][2.5615 1.4795 ][1.6611 1.6321 ][2.4467 1.2931 ] [1.5361 0.91748 ][1.7737 2.1296 ][2.0745 1.7274 ][1.0939 1.2692 ] [1.7364 2.3382 ][2.2164 1.3986 ][2.0321 1.9951 ][1.5285 2.0546 ] [2.1489 2.1192 ][2.4417 1.7429 ][2.4832 0.83802 ][2.2195 2.4182 ] [2.0605 1.5421 ][2.7127 1.2566 ][1.8888 1.688 ][2.3271 2.2052 ] [2.2145 1.5631 ][1.9228 1.9429 ][1.9761 2.1569 ][2.1798 1.3402 ] [1.8015 1.6993 ][1.6125 1.5067 ][2.4133 1.6861 ][2.0446 2.2407 ] [2.3975 1.1328 ][2.5189 1.8217 ][2.4235 2.1782 ][2.308 2.3512 ] [1.7033 2.0839 ][1.0985 1.6355 ][2.7162 1.1381 ][2.0422 1.4472 ] [1.9793 1.7808 ][1.5957 1.4673 ][1.8491 1.5952 ][2.2209 1.726 ] [2.158 1.4987 ][2.1971 1.7994 ][2.1889 1.6545 ][1.9184 1.0282 ] [1.5124 1.3344 ][2.3412 1.3155 ][1.8073 1.5625 ][1.5336 2.1413 ] [1.5881 1.8464 ][2.2116 2.0387 ][2.1487 2.0605 ][1.842 1.7742 ] [2.3771 1.5965 ][2.0619 1.5561 ][1.6063 1.7423 ][2.3859 1.6177 ] [2.2623 1.8753 ][2.7286 2.1804 ][2.8232 1.7264 ][2.2824 1.1578 ] [1.6234 2.0363 ][2.3968 1.5931 ][1.9735 1.2265 ][1.7459 1.8617 ] [2.0248 2.4171 ][1.5607 1.6202 ][1.755 1.3336 ][2.1145 1.9472 ] [2.0059 2.0042 ][2.2677 2.2873 ][1.8794 1.576 ][2.5028 1.1511 ] [