gaussian training data.txt

这是一个关于粒子群聚类的源代码

0.43614591	1.138732841	1.584908205	-0.280159611	-0.719692252	0.157849627	0.274519607	1.435646482	0.874624675	-0.025066811	0.020470452	1.330117811	-0.725217433	1.228634119	0.787224508	-1.639123184	-1.324283403	0.421676987	-0.980171535	1.678827175	0.308333483	1.239100129	1.52474513	2.541237336	0
-1.740486368	0.852996891	-0.344919044	-0.789495971	-0.873590125	-1.411744961	0.331142473	-0.165282472	-0.146802677	0.243931026	-1.754483492	1.025086931	1.470139068	-0.648377636	0.430575255	-2.839733497	-0.296614644	-0.27772785	-0.254166252	0.011928023	-0.140064458	0.604579782	0.649181402	-0.501994464	1
1.677044565	1.376620276	-1.004336809	-1.408752723	0.071272552	0.599020495	0.162635843	-1.155226528	0.788718353	-0.423838173	0.034091272	-0.660088517	0.307927621	-0.317829745	-1.26918394	0.831810212	1.44401838	1.05123263	0.488774958	-1.06090738	-1.840517143	0.824745712	-0.567465577	-1.026487553	0
1.23339305	0.067716428	0.933009687	0.088284651	-0.983841346	-1.432417776	0.610850748	-0.976210686	0.065160748	0.970192104	-0.955865289	0.154913096	-0.689924491	0.104207629	-0.643146905	-0.516731689	0.683148755	1.337361937	1.275466275	0.203413038	-0.756790541	1.199800863	0.610148163	1.184503162	0
-0.113836904	1.865382728	1.204302862	1.764065019	-1.525277185	1.158523446	-0.074633135	0.177178663	-0.789366368	-0.7673043	-1.456296559	0.710581389	-0.785191787	-0.762433956	-0.477813273	-0.019587105	1.90879291	0.857751274	-1.570651875	-1.169794359	1.814269126	-0.637958237	1.077764864	0.459351668	1
2.730776032	3.486529749	-3.314225978	3.740642569	0.077188815	2.418155418	-0.898405688	-1.913531378	-1.229300324	-0.222499921	-1.318549039	-1.692169462	-0.962063496	-0.748002549	0.961510978	0.972327143	-0.29444891	0.037726977	-0.0179989	-0.870536496	1.168714334	-0.459090188	-0.746665592	0.812767667	1
1.94831955	1.433629677	-0.262823505	0.520062713	-1.403618626	-2.144497557	-0.494617325	2.724918886	-0.68637064	0.075674507	1.423072717	-0.040813575	1.019577667	-1.142243491	-0.514019121	-1.568751031	-0.5363745	0.680765879	0.026357156	1.83595148	-0.441918928	-2.348515409	0.723331368	1.031814918	0
-1.695284482	-0.639363407	-0.321642801	1.339940354	-1.996195351	0.425561666	-1.402916041	-1.708722266	0.241682301	-0.036123993	-0.815175554	1.495459401	-0.526049462	1.197670372	0.416785042	0.27455485	-1.570524546	-0.609668405	-1.283733582	0.140646534	1.722996785	-0.349473339	0.999532404	1.605176294	0
-1.944117685	0.982690835	-2.858014341	0.155337148	1.117482498	-2.53365215	2.944361768	3.713430488	0.561535671	-0.090637968	-1.448370313	0.196238261	0.43789214	-1.336684363	0.290211801	-2.72768375	0.079763822	1.260200406	0.858465228	2.893939381	0.069967427	0.314686304	0.265939661	0.0309592	1
2.039168976	0.687878128	0.139975782	-0.38339067	0.217661409	0.934478521	-0.65298309	-1.542443897	0.229879333	0.031324134	-0.202990122	0.920374532	-0.485935061	-0.99611043	0.321626885	-0.10479539	1.132771104	0.484535576	-0.280400627	-0.448492301	0.477557478	-1.778448677	-1.178086677	0.386135071	0
1.534112926	-0.281327175	0.978991466	0.274465037	0.582574557	-0.127454314	0.500531314	1.299554242	-0.378306595	-1.230714588	0.873835688	-0.297499128	-1.436642378	0.889460807	1.201319719	0.318842694	-1.3230283	0.548100161	-0.434270078	-0.712971087	1.538355718	-0.003421974	-0.506436209	-1.088849331	0
0.148385197	1.764824447	-0.875504611	0.21107553	0.278419066	0.333600383	1.36764811	-0.149866537	1.12390353	-0.502905095	-0.471000021	-0.401132638	-0.772379281	-0.558160309	-0.620061655	-0.269093334	2.219403541	-0.569036729	1.353880634	-1.470489224	0.531675823	0.544694103	0.980019195	-1.282137418	0
-3.337645467	-0.215886757	0.540585461	3.615350579	-1.336018158	1.224855168	-1.109822279	-1.897024049	0.142815679	-0.34209279	-1.409721335	-1.155333393	0.805835043	-1.063622221	2.019060048	0.515860847	0.48092943	0.882341737	-1.668922778	-0.359518708	1.158814484	0.297086444	0.850336619	1.211576546	1
0.84201929	-1.241678547	0.860948148	0.569746135	1.138455445	-0.315859552	-0.141396868	0.138500127	-0.394302333	1.595835784	-0.067198016	0.324064331	0.050040398	0.498571353	-1.176135811	-0.064807182	1.94059794	-0.369885811	1.147272997	-0.378269078	-0.683398866	0.646334684	-0.631458761	0.471782187	0
-1.509079084	1.049004368	0.407153493	1.587914085	0.61822675	-1.3262229	0.012712462	0.044833541	-0.023306939	-0.249000323	-1.210614755	-0.860848104	2.008209776	-1.27718522	1.067191988	-0.325007932	-0.261475179	0.850025117	-1.812363735	0.257728061	-0.192969765	-0.475345132	-1.159112344	-0.803106559	0
1.434550541	0.210197868	1.267380867	2.585957191	0.846544026	2.342371772	-1.628095561	-2.545084499	-0.689824446	1.045557383	1.049356797	-0.104589617	0.445190835	-1.850021363	-2.343513188	-2.099750418	0.72264811	0.797322173	1.68141014	-1.341552434	0.957886641	1.13609758	0.091224592	0.34062964	1
1.228404471	-3.281029421	0.898699	1.47848823	0.341010491	0.142267709	-1.82310032	1.989974407	-0.232085995	-0.01865601	0.313432338	1.475973477	2.10116923	-0.606116828	0.442940973	-1.723865353	-0.565764822	0.925178938	0.28280283	-1.080304628	-0.899663064	0.666796041	1.216171768	0.400453928	1
-1.072569376	-0.982458914	-0.214770353	0.421746336	-0.226102657	-0.441204975	0.121362973	-1.630260158	-0.657280452	-0.053329359	1.097116638	0.403526883	1.058060661	-1.913422238	0.518302841	-1.592575245	0.082030738	0.668414941	1.808248271	0.494088681	0.237665745	-0.853640358	0.077804998	-0.685512305	0
0.42030706	-2.876022336	2.580727596	-1.605653779	1.757175596	-3.03667548	-0.931249815	-1.561561476	-0.570241809	1.27072326	-0.480952167	0.076610149	0.198701855	-1.103685463	0.584997224	-0.114166596	-0.319990932	-1.611606422	1.111152415	0.117175887	0.701402314	-0.906277364	0.014310899	0.762706804	1
0.195620942	-0.536902007	1.758926373	-0.540288738	-0.038711505	-1.434709702	0.030099727	0.312616066	-0.344451792	-0.346833531	0.183813427	1.067137418	-0.680465746	1.038317805	-0.326994041	-2.139922799	-1.177018021	0.663326318	2.329252311	0.700922556	0.573941179	0.94843017	-0.384079613	-1.417820386	0
-0.294635356	0.490210823	0.032343905	-2.937667887	2.562837835	2.364049578	-0.209370228	-1.041821633	0.574458454	0.124149437	1.190237526	-0.294406846	0.439561063	-1.867274477	2.285050869	0.413932639	-0.363186246	-0.205579909	1.18952812	-2.107117325	0.262994035	-0.331052661	1.669568519	0.500165243	1
-1.995285857	3.777458915	2.037932063	1.04556193	-0.612285476	1.142057044	-2.129559107	-0.482746145	-0.441261818	-0.394045401	1.160228749	-0.14067723	-0.391227104	-1.284497557	-0.700604232	0.480017661	0.329659997	-0.503641786	0.760148851	-0.238638904	0.052625637	0.849549906	0.641932729	-0.673094291	1
1.383446033	-0.362115316	-1.827625056	4.944449756	-1.178955245	-1.702219379	-0.377006018	0.019963409	-1.494868229	1.159255589	-0.005368292	0.462791832	-0.708066636	1.11943109	1.821204023	-0.074949185	-0.433274181	0.797697339	-1.961507223	1.051660092	0.398508746	0.553426389	-0.636857749	-0.296130338	1
2.625074558	-0.192367224	-0.28567456	3.798304533	0.716129307	-1.66423888	0.70932856	1.060880095	1.146133854	-1.739231266	1.004461865	0.350078153	0.882419045	-0.671618636	-0.173608896	1.354776487	-0.067238943	-0.09184987	-0.39336328	-0.382461849	1.820189937	0.570234988	0.004836238	0.412576355	1
0.026498128	0.604575234	-1.141925168	-0.014033503	-1.537150638	-0.689292392	0.740376436	0.802781415	1.180842446	-1.006717412	-0.108578888	-1.121206878	0.647174829	1.518528734	-0.407806056	-1.146408977	0.923976131	0.082798124	0.657665851	-0.993413778	-1.497719495	-0.733648449	0.189290859	1.661246642	1
0.604791239	0.992756668	0.156858277	0.947575245	2.045971996	-3.18003913	-0.748145794	0.338284281	-0.399916189	0.293622406	0.867817107	-0.695140443	-0.085467491	-0.655244321	1.344833436	0.87468834	0.407433163	1.645271368	0.209392965	-0.989562068	-0.536537073	-0.838010692	-0.374562887	0.759395107	1
0.181294126	-1.024120593	0.62502977	-1.503285603	-1.000346401	0.102642161	-0.989052751	0.050706603	0.220878746	-1.119569788	-0.971115242	2.855304047	-1.294329195	-0.073623596	0.025842155	1.653879735	-0.715103852	-0.093186827	-1.112746304	0.017510047	-0.486236331	-1.215921657	-0.716592012	1.646108103	0
1.496987352	-3.373916115	-2.981514626	-1.938228706	2.473971108	-2.707638487	-0.260845354	-1.999496817	0.536742846	1.418154625	-0.106047082	2.703236532	-0.018058017	1.796515789	0.336335688	-1.677472028	-1.292560228	-0.076489641	-0.480288236	1.018909188	0.179077233	0.264550408	-0.649965841	0.319471383	1
-0.913546501	-0.498055215	-4.566536518	-1.18625394	-1.771968527	1.192133823	2.408964974	0.708289463	0.707464096	0.574194701	0.449214212	-0.539467919	-0.629299848	0.300656211	-0.931383966	-2.218148438	0.143106718	-0.011218617	0.699892553	0.141181999	-1.830935616	0.689603894	1.214045824	0.450552307	1
0.891725449	1.041578344	0.876871127	-0.036563961	-0.036104666	-0.569668828	0.867405561	-1.108944616	-0.324312168	2.049182513	0.272831358	0.133828735	-0.017103048	0.539490657	-0.726558937	1.048579179	0.526458734	1.532930582	1.751031959	0.419793196	-0.22918357	0.165224492	-1.12677526	-1.058654107	0
1.538128345	-0.756049303	-1.489493116	0.828977136	-1.52816483	-0.66666189	1.671401151	-0.073811179	-0.298261966	-0.778422873	0.70868964	-0.120310233	-0.085497049	-1.080481979	0.82744009	0.810086931	-0.988738975	-0.600563226	0.869690666	-0.601655756	-0.714867383	-0.907380127	0.375154059	0.864579306	0
-2.189044608	-0.80854079	2.360534381	-3.716950232	-2.934093573	-1.121675268	-1.058069756	1.088092176	-0.229365469	1.150001481	1.201069608	-1.026046448	-0.607872153	1.614203029	-0.453395614	-0.430588898	-0.318170805	0.966751941	0.634568096	0.55829787	0.296593043	1.674638952	0.255131454	0.195509529	1
-0.234931576	0.369128657	0.769570079	1.710814104	-0.169069381	-0.154317377	-0.040690793	-0.450691005	-0.833570084	0.316009618	0.095649284	1.258756583	-0.687577995	0.82049155	-0.247481466	1.195792265	-1.496941877	-0.761924639	0.878364972	-0.079699021	0.774928139	0.095938049	-2.041333573	0.276032779	0
-0.766815447	0.113168426	-1.108890046	1.274543138	-0.682018708	-2.763317752	0.7142512	1.352414074	-0.152654138	1.424843958	-3.617024049	0.459741614	-0.019797426	-1.04739911	-0.265836206	-0.52960786	0.680010999	-0.997063125	-0.374359388	0.039194674	-0.707433401	0.838888354	-0.032850949	-1.955086191	1
1.505386535	-0.176080448	-1.584749043	0.527468274	-1.915900611	-0.557333806	2.135029717	-2.710876288	-0.120528512	0.297015958	0.085824468	0.146042112	1.159041858	-1.450657692	-0.138829819	0.043457931	1.435655577	-0.726583949	0.747422746	1.16294359	1.094654181	-0.353325049	0.387960881	-0.100878879	1
-0.001017497	0.593731784	-0.78084895	0.655870735	-0.02230081	-0.401811349	0.725985956	1.030855401	0.266629741	-1.164153218	-1.025803158	0.974573595	1.117527972	1.927373887	-0.325769633	0.167340204	-0.508176754	-1.058976977	-0.399263627	1.996459105	1.266478193	1.168823474	0.090412868	-0.076341848	0
-1.344628799	1.552562026	-0.356304781	0.49442292	0.684444785	1.436833372	1.153462108	1.120456545	1.374987733	0.449157369	-1.328146482	-0.303525667	0.015577371	0.644917009	0.694644768	-0.169151235	-1.171647455	-0.501902377	0.77934601	-0.42757847	-1.123198672	0.221335767	1.161388354	0.71415343	0
0.339675807	-0.236624373	-0.862892193	-0.124857706	0.78812036	0.311770236	0.603552053	-0.301868113	-0.289063564	0.621491836	0.380612164	0.570195198	-0.332757963	0.323443601	-0.797058419	-0.770749011	-1.805155989	-1.273219823	0.668885605	-0.156608166	0.298571194	-0.342115527	2.579618013	0.354500571	0
0.104055289	0.432855813	-1.082189556	-1.491257535	0.051993538	-0.434235972	-0.362196033	-1.656940185	-0.774716682	-0.000208047	1.262555998	1.884318408	1.46345883	-0.435734364	-2.064471119	0.220516085	0.648030891	0.400490308	1.184675966	0.301261025	-0.149858579	0.686035264	1.053367669	-0.011639258	0
-1.044736564	-0.172809678	2.641463652	0.456709586	0.831539637	-0.937870936	0.223335519	0.0494083	0.240377176	0.044315129	-0.583131623	-1.11692998	0.532813829	0.193708729	1.569974302	0.068203008	0.6049072	0.863433343	-0.16940362	-1.048297236	-0.345748958	0.19240133	1.37437155	0.624247605	0
-0.846398507	-0.524449888	-0.403823606	-0.00694854	-0.039126462	-0.116464207	-0.173081389	1.599255484	1.235355285	-1.204432465	1.17550826	0.561065008	1.212074494	1.947591954	-0.002246452	1.322787284	-0.477100457	2.182350727	-0.259191211	-0.114609975	0.380046004	0.404608045	0.698919393	0.183799784	0
-1.260425506	0.949994501	-2.784863682	0.056979843	-0.944587555	1.773869371	-1.596104084	-0.550103323	0.694242317	-0.869342784	-1.399744178	0.521501988	-2.426386345	-1.317962415	-2.236865839	-0.195823304	-0.392192305	0.251047823	-1.369317033	-0.209827249	0.244319835	0.044747139	1.96376277	1.071311999	1
-2.200449671	-2.480496732	-0.515976808	-4.516841727	0.873183126	-0.2145293