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大小: 1.21M文件類型: .rar金幣: 1下載: 0 次發(fā)布日期: 2021-02-12
- 語言: Matlab
- 標(biāo)簽: BP_adaboost??gmm??code??混合高斯??matlab??clustering??
資源簡介
使用K-means,混合高斯模型(GMM),層次聚類算法實(shí)現(xiàn)的多類別數(shù)據(jù)的聚類。內(nèi)含詳細(xì)的實(shí)驗報告。
代碼片段和文件信息
function?[Px?modelglabel]?=?gmm(filename?K)
%?============================================================
%???-利用EM算法估計GMM的質(zhì)心,初始位置隨機(jī)給定
%
%??-?filename:?data?source.
%??-?K:?the?number?of?components?
%??-?PX:?N-by-K?matrix?indicating?the?probability?of?each
%???????component?generating?each?point.
%??-?MODEL:?a?structure?containing?the?parameters?for?a?GMM:
%???????MODEL.Miu:?a?K-by-D?matrix.
%???????MODEL.Sigma:?a?D-by-D-by-K?matrix.
%???????MODEL.Pi:?a?1-by-K?vector.
%?============================================================
????%%??
????%load?data?from?the?source?file
????data=load(filename);
????[~?col]=size(data);
????plabels=data(:col);
????data(:col)=[];
????figure;
????scatter(data(:1)data(:2)5plabels);
????
????%%
????%use?EM?algrithm?to?Est
?屬性????????????大小?????日期????時間???名稱
-----------?---------??----------?-----??----
?????文件??????19046??2012-05-29?09:58??項目3\fourty.data
?????文件???????2883??2012-07-11?14:35??項目3\gmm.m
?????文件????????581??2012-07-12?10:47??項目3\hierarchical.m
?????文件???????2850??2012-05-29?09:58??項目3\iris_pro.dat
?????文件???????1548??2012-05-29?13:43??項目3\k_means.m
?????文件??????20449??2012-05-29?09:58??項目3\long1.data
?????文件????????146??2012-05-29?13:31??項目3\mydiff.m
?????文件????1653874??2012-07-13?14:55??項目3\project4.doc
?????文件??????18086??2012-05-29?09:58??項目3\sizes5.data
?????文件??????10998??2012-05-29?09:58??項目3\smile.dat
?????文件??????19210??2012-05-29?09:58??項目3\spiral.data
?????文件??????18668??2012-05-29?09:58??項目3\square1.data
?????文件??????18715??2012-05-29?09:58??項目3\square4.data
?????文件??????18993??2012-05-29?09:58??項目3\twenty.data
?????目錄??????????0??2012-07-13?14:56??項目3
-----------?---------??----------?-----??----
??????????????1806047????????????????????15
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