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大小: 3.37M文件類(lèi)型: .rar金幣: 1下載: 0 次發(fā)布日期: 2021-02-12
- 語(yǔ)言: Matlab
- 標(biāo)簽: 貝葉斯??分類(lèi)??SVM分類(lèi)??
資源簡(jiǎn)介
分別使用最近鄰(KNN),樸素貝葉斯(NB)和支持向量機(jī)(SVM)算法實(shí)現(xiàn)的分本分類(lèi)的作業(yè),內(nèi)含數(shù)據(jù)集合以及詳細(xì)的實(shí)驗(yàn)報(bào)告。
代碼片段和文件信息
function?accuracy?=?KNN_test(allTestSampleallTrainSampleK)
%KNN_TEST?Summary?of?this?function?goes?here
%???Detailed?explanation?goes?here
[m1n1]=size(allTestSample);
testlabels=allTestSample(:n1);
outputs=zeros(m11);
[m2n2]=size(allTrainSample);
cosdist=zeros(1m2);
KNNC=zeros(1K);
for?i=1:m1
???for?j=1:m2
????????cosdist(j)=allTestSample(i1:n1-1)*allTrainSample(j1:n2-1)‘;
%?????????if?isnan(cosdist(j))
%?????????????i
%?????????????j
%?????????end
%?????????????
???end
???[cosdistinds]=sort(cosdist‘descend‘);
???KNN=inds(1:K);
???for?jj=1:K
???????KNNC(jj)=allTrainSample(KNN(jj)n2);
???end
???table=tabulate(KNNC);
???F=max(table(:2));
???I=find(table(:2)==F);
???halfK=K;
???while?length(I)>1&&halfK>1
???????halfK=floor(halfK/2);
???????KNNC(half
?屬性????????????大小?????日期????時(shí)間???名稱(chēng)
-----------?---------??----------?-----??----
?????文件????4006306??2012-04-24?17:03??rewrite_os-4-1-f1000.dat
?????文件????8006400??2012-04-24?17:03??rewrite_os-4-1-f2000.dat
?????文件???????1287??2012-04-24?17:03??tfidf.m
?????文件????????412??2012-04-25?22:30??datafilelist.txt
?????文件???????1705??2012-05-02?20:34??nb_validation.m
?????文件????????315??2012-05-03?20:15??nb_accuracy.mat
?????文件??????15732??2012-05-04?13:46??nb.fig
?????文件???????1070??2012-05-04?13:49??KNN_test.m
?????文件??????11760??2012-05-09?20:34??SVM.fig
?????文件???????2063??2012-05-09?20:44??KNN_validation.m
?????文件??????12666??2012-05-10?19:52??3NN.fig
?????文件??????14452??2012-05-10?19:53??KNN.fig
?????文件??????31507??2012-05-10?20:10??cv.txt
?????文件???????1413??2012-05-10?21:19??nb_train.m
?????文件???????1024??2012-05-11?09:55??nb_test.m
?????文件???????2519??2012-04-27?16:22??SVM_TextClass\a_template_flow_usingSVM_class.m
?????文件???????2338??2012-04-27?16:22??SVM_TextClass\a_template_flow_usingSVM_regress.m
?????文件???????2086??2012-04-27?16:22??SVM_TextClass\ClassResult.m
?????文件????????366??2012-04-27?16:22??SVM_TextClass\ClassResult_test.m
?????文件????????412??2012-04-25?22:30??SVM_TextClass\datafilelist.txt
?????文件???????3579??2012-04-27?16:22??SVM_TextClass\gaSVMcgForClass.m
?????文件???????3463??2012-04-27?16:22??SVM_TextClass\gaSVMcgForRegress.m
?????文件???????3744??2012-04-27?16:22??SVM_TextClass\gaSVMcgpForRegress.m
?????文件???????3356??2012-05-02?16:16??SVM_TextClass\gatbx\bs2rv.m
?????文件???????1833??2012-05-02?16:16??SVM_TextClass\gatbx\contents.m
?????文件???????1244??2012-05-02?16:16??SVM_TextClass\gatbx\crtba
?????文件???????2270??2012-05-02?16:16??SVM_TextClass\gatbx\crtbp.m
?????文件???????2157??2012-05-02?16:16??SVM_TextClass\gatbx\crtrp.m
?????文件??????51858??2012-05-02?16:16??SVM_TextClass\gatbx\gatbx-II說(shuō)明.pdf
?????文件???????7828??2012-05-02?16:16??SVM_TextClass\gatbx\migrate.m
............此處省略100個(gè)文件信息
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