gaussian validation data.txt

这是一个关于粒子群聚类的源代码

-0.51456027	-0.842399004	-0.597813141	0.896150141	-0.05209472	0.508653102	1.40660859	0.747033937	0.038705821	-0.451946107	-0.110594556	-0.582814437	-0.911468305	-1.638450158	0.773195552	0.014957777	-0.48121592	0.27589067	-1.294583853	-1.789644557	-0.887939677	0.136626568	-0.375373475	0.891980108	0
2.732499524	-1.11080908	0.071058821	2.432334441	0.741683834	-3.405202733	-0.050781637	-1.41705641	1.195905952	-0.565541995	0.181119049	-0.062736945	-1.492198862	-0.504579702	0.106906555	0.759613386	0.968325367	0.244856437	0.157963314	-1.624830475	1.179005267	0.161437583	-0.020127118	1.07437927	1
-1.921175681	2.238662091	1.379130481	1.488092494	2.151118679	1.976145541	0.216327862	0.894858658	-1.054831955	0.345464741	0.828788416	0.08811412	-0.005741185	-0.787936187	-0.437191829	0.949266905	-0.150498636	-0.592951892	0.719530817	-0.327075895	0.557889734	-0.681836809	0.228034196	-0.078227913	1
2.096212484	-1.164139576	-0.924153483	-0.159676574	0.662059847	-2.463802957	0.572182444	2.138312993	0.223776624	-0.808981895	-0.309601091	0.827021722	0.313182227	2.522428986	2.071665222	-1.01166961	0.828338216	-0.56833187	-0.643988187	0.316003934	0.047826916	-1.91568688	-0.592222023	-0.981390258	0
-2.592696546	-3.307341103	-0.529239514	2.608767318	2.446090548	-0.219260983	-3.63575964	-0.288171123	0.466370693	0.927338988	-1.19260676	-0.06325422	-1.711136974	0.519880814	-0.097750217	-0.424017799	1.130829332	0.461541276	0.972556791	1.628477548	-0.390068635	-0.514291969	-1.185994734	-0.696529696	1
0.886184353	0.393706614	-3.68218025	-0.599868599	3.268505679	-0.866548362	1.613366294	0.217469278	-1.675643944	1.070554845	0.900195118	-1.515340955	-1.790590431	-0.149877906	0.465327048	-1.013806923	0.774414275	-1.677076398	-0.052688165	-0.319882929	-0.112279395	0.58871592	0.588165676	1.320522642	1
2.025917638	-0.935503977	0.18670562	-3.263121471	0.315704938	-0.248800234	1.1508223	0.104089395	0.176211188	0.133368303	0.540105702	-0.477429012	0.975317107	0.454920155	-0.053847771	0.984732651	-0.005572929	1.165460617	1.127907581	0.330992407	-0.688487489	2.073329597	1.38570158	1.084135874	0
0.480399649	1.789858288	-0.237359927	-0.277933623	0.3120158	0.367438133	0.22655172	0.875727437	-1.494227035	0.516390628	0.013067165	1.315875124	2.020105967	-0.728143732	-1.390017133	-1.241496648	-1.121702553	0.546749561	0.763136541	-0.989389264	0.558050033	0.796239874	1.121493369	-0.58382966	0
1.116932253	-1.811777111	0.084817202	1.820530997	-1.283433448	2.195547495	-3.063023541	-1.809485184	-0.673353497	-2.50787707	1.051353138	1.767984941	0.81365215	-0.803704552	-0.467542804	-0.0526029	0.54916427	1.369762685	0.494933374	0.051812776	0.316399564	2.500637493	-0.430950422	-1.392750164	1
0.752419282	0.393640676	-1.423786671	1.42996214	-0.709439973	0.475639581	-0.442769306	2.388442226	-0.907957656	-1.057703685	-0.867426024	-0.733239176	0.825752977	-1.334174158	0.368623887	1.485764187	0.816162355	-0.630991508	-0.90140702	-0.883908342	-0.777454261	0.15752903	-0.331733645	-0.189492084	0
-0.173056378	-1.701891961	-1.062010142	0.177542461	0.481566076	-1.82471922	-0.424164455	-0.39289489	-0.602442469	0.41624844	0.467352947	-0.587500608	0.5522827	-0.213270823	-0.23577627	-0.186241778	-0.796069344	-1.692028491	-0.523430117	0.936452125	-0.671540192	0.454990641	0.611709083	1.709863682	0
-2.030888027	3.270788511	0.029165221	2.021943146	4.598114174	0.637378434	0.115876446	0.43644377	2.153064997	-0.136346898	-1.03345883	-0.892156322	-0.163607865	0.105535491	-0.165091478	0.860304681	2.050101102	-1.640628398	0.136874405	-0.476575224	0.915276814	-0.832185378	-0.10751819	-0.635357083	1
1.872699613	4.523462849	1.430587417	0.177055881	-2.409842637	3.300174285	-0.290388016	1.933817657	-0.348295544	-0.906666173	-0.012246346	0.619777438	-1.239170615	-0.369200279	-0.306788479	-0.522362598	-0.066254415	-0.478016773	0.779782567	0.245005367	-1.14652039	0.242076794	2.228352969	-0.707534582	1
-1.850780791	-1.187893304	-0.016500508	-0.580498636	-1.182356755	0.487800662	2.881906767	0.573074885	-0.376844582	-0.134591573	1.861271812	-0.532013473	0.16481863	0.155132511	-1.305004389	-0.014933903	-0.827490112	-0.012466899	1.110161065	-0.110846941	-0.535941354	-0.764293873	1.132857506	1.113298822	1
-0.540642304	-0.553839072	0.750335403	-0.011652901	-1.616094778	-1.370028713	-0.451743745	-0.946815817	-0.573181751	-1.199150574	1.492717274	0.791671937	0.871671091	0.220143193	-0.476951527	0.013717454	-0.118737944	0.217034994	-0.181712494	0.411131396	-0.587449449	1.160749434	-0.03223704	-0.187351361	0
-0.743279998	1.013916062	1.265486844	-1.094522304	-0.399387545	0.075208391	-1.269636414	-2.452507033	-1.930202416	-0.450772859	0.273845444	-0.304917194	-0.522015853	0.403499598	0.688996806	-2.187134669	-0.521558832	-0.759471277	-2.56630301	0.485390501	-0.347260993	2.522210707	1.604294084	0.497113888	0
0.891627678	0.239277824	-0.428244675	0.670656846	2.160377335	-0.688546606	0.840450411	0.800362159	-1.912540029	-0.677305252	0.478557922	0.078832727	-0.642565965	-1.015596354	0.232302	0.679870027	0.597601684	1.39642907	0.975833245	1.512194103	-0.087900389	0.7021481	-0.069935595	1.433354555	0
-0.726884082	1.134958438	-0.851421191	0.191306526	0.540472911	0.151793529	-0.982372512	0.311122221	-2.603519533	0.052964424	-1.135008461	-1.15090188	0.579723292	-2.231172402	-0.642871782	-0.926440862	0.243095428	1.097755558	-1.901498763	-0.607860784	2.20761649	-0.528232249	-0.157467639	-0.557957947	0
-2.191986823	-1.824018909	0.76621518	1.735093065	0.060435923	-2.682049853	0.887457645	1.978246473	1.30209628	-1.593152774	1.262806109	-0.224483756	0.0291368	1.048822469	-0.680347512	-0.780223672	0.124131248	0.89197556	0.030645424	0.717679995	0.741247277	0.079139681	-0.107829692	-1.660814632	1
1.364346645	-0.380744041	-0.764248398	-2.762535587	-0.316447313	-0.659192665	-0.130078206	-0.003612968	0.340528459	0.152485882	1.020646323	0.294076017	0.018701485	2.101387508	-0.344538194	-1.701182555	0.822660695	-0.092917389	-0.90365802	-0.46447667	-0.663239916	0.538113909	0.179156814	1.35877599	0
-0.648169589	-0.447671482	0.239085693	0.263828497	0.069071575	-1.184207576	0.568641099	-0.86646196	1.565840648	0.803236162	0.749744231	0.666029791	-0.03832838	0.190823357	1.019818683	0.496553412	-1.095227162	0.949662535	-0.184577402	0.305756203	-0.64475671	-0.924003416	0.900463419	0.724351139	0
-1.163100478	-0.687230113	1.141027042	0.351076324	-0.027951046	-0.793697836	0.906579771	0.523909875	0.961824753	0.275480261	0.118982371	0.805673608	0.474722128	-1.200855877	0.466402525	1.545358828	1.050239007	-0.131846036	0.329930572	-0.50430117	0.006712071	-2.369524736	0.453101165	-1.66249265	0
0.005206857	-1.229586815	1.200853603	0.635895958	1.816706572	-1.283399342	-1.119119588	-1.234534466	-0.681993697	-1.27172143	-0.356019427	0.641553015	-1.749294825	-0.746674687	0.720010576	0.907702997	0.302521812	-0.991765319	-2.136566764	-0.103922275	-0.599635541	1.008227173	0.077318418	-0.395251618	0
-3.605055099	-2.301335371	-1.735729711	-3.189734343	-4.71714884	-1.087128112	-0.486722911	0.243996965	-0.906218247	0.416436023	-0.371946953	-0.434151843	0.412511554	-0.69027692	-0.117822765	-1.058435828	0.133525191	-0.484238853	-1.496032382	-0.279987944	1.17357331	1.352364052	0.49787559	0.562529294	1
-0.428331077	-0.15626938	1.483795131	-0.727486622	-1.55568614	-0.242915803	-0.697311862	0.799116151	-0.411287147	0.209331574	1.437360879	0.295823384	-1.515040822	-0.229845227	-1.747857823	-0.131362867	0.015426167	-1.043977136	-1.021355729	-1.004223122	-0.382372036	-0.549721335	0.329896466	-0.911454663	0
1.256798896	0.729363592	-2.767046681	2.213801054	-0.254242423	-0.785719294	0.52803216	-0.522481969	-1.294406502	-0.420789092	-0.144561909	-0.576073944	0.015930937	-1.147036528	0.113404894	-1.379985406	-0.965869731	1.049429557	0.310230917	2.005681381	0.769043709	-0.199789838	-1.224686912	1.451917342	0
-1.417679414	0.367526809	1.361991053	0.541531335	-1.072758096	0.662300863	0.71661475	0.104137143	0.06968321	0.029390321	1.011496806	-0.769348389	-1.203652573	-0.358037369	-0.466500296	-1.077992238	-0.699478733	-1.0998383	1.495668585	0.176962658	-0.118568551	-0.700574674	0.755492238	0.56395038	0
1.626119683	0.208481197	-0.559157343	-0.370878297	-1.049613729	-2.312326615	-2.324927664	0.078798621	1.120297384	0.755333076	-0.679488039	1.217158569	0.000422915	-0.332463514	0.588389639	0.368879682	1.114185579	1.631897248	1.271405381	0.017083721	0.363562549	-0.292716322	-2.238357411	1.5878868	1
-3.758887033	1.306898412	1.952162165	0.181257747	-0.992554305	-1.403300303	-0.113739134	-4.407447705	1.319458534	1.132384568	1.224611879	-0.359661954	-0.382065082	-0.228799308	-1.868829713	1.441389941	-0.78237008	-0.370139333	1.580006028	1.24889084	0.336063977	-1.726089067	-0.469249244	-0.025390818	1
-4.845169315	2.404972292	2.032684279	0.377613105	-2.745300662	-0.972167982	0.738691597	0.362992978	0.00356863	0.503150659	1.662956493	-0.745474154	-0.458028353	1.874268492	-0.852744506	1.906319085	-0.715211854	-1.09947905	0.530853868	1.338194124	-0.750249001	-0.916872978	-1.224209427	0.877937509	1
1.228759174	-2.184933692	-1.334196895	0.270633791	-0.663603714	0.154122972	-0.895258836	-0.577801984	1.219359547	0.264908522	0.285037913	0.138547875	0.890611318	1.399662324	0.264482196	-4.027970135	-0.036598067	-0.378472578	0.013999397	0.152724624	0.730544798	0.125183988	1.320804586	-1.44395699	0
-0.723200628	-1.436624188	1.288881322	-1.424252787	0.033401193	-2.132023837	0.876107151	0.863460627	0.367012944	-1.83337761	1.901280484	-2.217693691	0.56194267	0.93236622	1.303894805	-1.467979018	-1.729586074	-0.697507403	-0.889292551	2.037759259	-1.510766197	0.638185611	-0.562564537	0.049158189	1
-0.153859219	0.48403308	1.419211912	-1.366825018	1.021189746	0.502034254	3.686154741	-0.153702331	-0.900042778	0.685672603	0.617631031	-0.984987309	-0.507438926	0.484972134	1.344119482	0.456095677	0.327578391	0.196766905	0.517339913	0.696111329	1.603666533	-2.387005225	0.309623829	0.556158284	1
4.926187103	0.370721409	1.820590114	-0.841125711	-1.322616754	1.543726285	0.686336534	-0.932486728	1.569696906	-0.814645773	-0.200536761	-0.71342356	0.160155196	0.077297955	-0.622716243	0.916952558	0.053006488	-0.538677796	1.563953447	0.296771532	0.307130676	-0.257241481	1.013675046	-0.425785629	1
-0.559541604	0.347125706	1.461016836	-1.704479473	0.731317868	1.106666332	-1.679641173	-2.051720003	0.854504378	-0.692791673	0.508227913	-0.110726432	0.731445198	-0.677637217	0.377740434	-0.675568117	-1.305584192	0.062855179	0.897728114	0.283673671	-0.202560386	-0.078099447	-1.918178896	0.582836037	0
2.855013008	1.513556072	-0.003728928	-0.482677933	-1.389248609	-3.285776984	-1.324679033	0.164466201	0.71261411	-0.262045887	0.368626161	1.556240932	0.430210321	0.521799848	-1.935904947	1.151763627	-0.146269485	0.415525392	-1.37936695	-1.258135853	-0.588838702	-0.530133093	1.799089659	0.33848778	1
-0.094887582	2.522087925	-1.062353476	-0.436934897	0.081704457	1.207026799	-1.309513209	-0.233292212	0.327917178	0.974591785	1.340226845	-0.056230647	0.035687435	0.01459739	1.295074981	-0.786965302	-1.174164481	-0.392583388	-0.914112661	-0.77895038	-0.728691703	-0.153493147	0.452220092	1.496391633	1
-3.603418008	1.398352651	-0.701154477	1.480498213	0.305640242	-2.181586751	-0.592679044	-0.391057711	-0.659470061	0.179556991	-0.116573347	-2.430551831	-0.700911187	0.641168754	0.893080596	-0.20370976	-1.559010343	0.077550339	-0.674781404	0.132716877	-0.933184765	-0.140123575	-0.007433982	0.212548912	1
0.01582066	1.083058123	-2.199690243	2.816068445	2.041706466	-2.586766641	-2.878755367	-6.610061973	-1.913740562	-0.00608452	1.122975846	-0.331997398	-0.132216655	-0.877319053	0.645458158	-0.055320015	-1.437624633	-0.147279025	0.668685516	0.890124738	0.342490694	0.894374352	0.911504685	-0.08993311	1
0.9818541	0.110878773	-0.674581315	-0.925720087	-0.166603513	1.76732101	-0.684096904	0.190655101	-1.072153282	-1.390255875	0.672682745	-0.462539447	-1.471403266	-0.033787728	-0.367949724	1.771954885	-1.760190571	-1.436974344	-0.39778115	-0.396684072	-0.476916284	0.334424612	1.883290679	-0.679899586	0
-0.516148475	0.676320724	0.446935928	-0.773206921	1.190085186	-1.331759449	0.081997769	0.313744977	-0.551100356	2.1964388	-0.2006459	0.916909357	-0.224670202	0.848094714	0.720701792	1.34072252	-0.619209004	-1.039888957	-0.092968548	2.135839168	0.447927277	0.627464942	1.326166057	0.937400273	0
0.786640157	-0.341690338	0.158382818	0.44925855	-0.127207613	0.389547949	-0.745367288	0.359791557	-0.09652922	-1.305725164	-0.555289716	1.274820534	-0.100928901	1.570906534	0.229555326	-0.602196906	-0.084905878	-0.129923592	-1.305211299	-1.042576514	-0.407428615	-0.036367283	-0.655984422	0.179032895	0
2.466240403	-3.855584509	1.620219336	-1.519483703	-1.603170858	-0.840716439	4.500252544	-1.712573976	0.14768716	-0.656157226	-1.927382982	-1.741814231	0.297430915	-1.324358436	0.10013764	-0.259589115	1.62170636	-0.625943812	-0.221862138	0.080103746	-0.75308094	0.903091859	0.323798304	0.078039193	1
-1.334251465	0.052742735	-0.636578079	-0.588655666	1.293988134	-0.311245003	0.398661086	-0.627943564	0.325737801	0.648137757	2.642264008	0.742097654	-1.527341738	-0.661923423	1.015155249	0.842589998	0.451732376	-0.817751697	0.521995389	0.504559239	0.87613671	0.070033366	1.171329131	-0.023119355	0