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資源簡介

蟻群聚類算法的matlab實現,有說明和詳盡的報告。

資源截圖

代碼片段和文件信息

function?[solVIDXCtime]?=?ACOClu(XminItermaxIterKupdNumpherCneedPrinting)
????tic
????solValue?=?zeros(maxIter1);
????[Ndms]=size(X);??????
????M?=?100;?????
????Pher?=?ones(NK);????
????pThres?=?0.9;????????????????
????volR?=?0.1;?
????iter?=?1;?
????
????fstSol?=?initSol(XK);
????preSol?=?zeros(MN);
????solRepeatN?=0;
????convRepeatN?=?20;
????while?((iter<=maxIter)?&&?((iter????????solution?=?zeros(MN+1);?????
????????for?i?=?1?:?M???????????????????????
????????????if?iter?==?1
????????????????solution(i1:N)?=?fstSol‘;
????????????else
????????????????rr?=?rand(1N);????
????????????????for?g?=?1?:?N
????????????????????if?rr(g)?????????????????????????[~cluTag]?=?max(Pher(g:));
????????????????????????solution(ig)?=?cluTag;???
????????????????????else????????????
????????????????????????cumTau?=?cumsum(Pher(g:));?
????????????????????????cumTau?=?cumTau/cumTau(end);
????????????????????????cumTau(end)=1;
????????????????????????idxList?=?find(cumTau>=rand);
????????????????????????if?isempty(idxList)
????????????????????????????cumTau
????????????????????????????error(‘cumTau‘);
????????????????????????else
????????????????????????????solution(ig)?=?idxList(1);???
????????????????????????end
????????????????????end
????????????????end
????????????end

????????????cluster_center?=?zeros(Kdms);
????????????MSE?=?zeros(K1);
????????????for?j?=?1:K
????????????????pick?=?find(j==solution(i:));
????????????????cCluN=size(pick2);
????????????????cCluX?=?zeros(cCluNdms);
????????????????for?v?=?1:dms
????????????????????temp=X(:v);
????????????????????cCluX(:v)?=temp(pick);?
????????????????end
????????????????cluster_center(j:)?=?mean(cCluX1);
????????????????for?s?=?1:cCluN
????????????????????temp?=?cCluX(s:)-cluster_center(j:);
????????????????????MSE(j)?=?MSE(j)?+?temp*temp‘;
????????????????end
????????????end
???????????solution(iend)?=?sum(MSE);??????????????????????
????????end?
????????[ascSolVascSolIdx]?=?sort(solution(:end)1);
????????ascSolution?=?[solution(ascSolIdx1:end-1)?ascSolV];

????????L=updNum;
????????%?the?best?L?solutions?will?be?used?to?update?Pher[]
????????for?j?=?1:L????
???????????tau_F?=?ascSolution(jend);
????????????for?i?=?1?:?N
???????????????Pher(iascSolution(ji))?=?(1?-?volR)?*?Pher(iascSolution(ji))?+?pherC/?tau_F;?
????????????end?
????????end

?????????solValue(iter)?=??ascSolution(1end);
?????????if?isequal(preSolascSolution(11:N))
??????????????solRepeatN?=??solRepeatN?+?1;
?????????else
??????????????solRepeatN?=0;
?????????end
?????????preSol?=?ascSolution(11:N);
????????iter=iter+1;
????end
????convIter?=?iter-1;??
????solV?=?solValue(convIter);
????%preSol
????
????time=toc;
????IDX?=?preSol;
????C?=cluster_center;
????if?needPrinting==1
????????solValue(1)
????????solV?
????????
????????pMaxIter?=?min(ceil(convIt

?屬性????????????大小?????日期????時間???名稱
-----------?---------??----------?-----??----

?????文件???????1290??2013-11-02?13:46??data.txt

?????文件???????1739??2013-11-03?16:38??initSol.m

?????文件????????670??2013-11-03?16:37??KM.m

?????文件???????1457??2013-11-03?16:38??Main.m

?????文件????????588??2013-11-03?16:26??plotSol.m

?????文件?????????85??2013-11-03?16:40??ReadMe.txt

?????文件?????106695??2013-12-08?23:43??蟻群算法之聚類.docx

?????文件???????3375??2013-11-03?16:27??ACOClu.m

-----------?---------??----------?-----??----

???????????????115899????????????????????8


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