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模式識(shí)別實(shí)例:包括最小錯(cuò)誤率、最小風(fēng)險(xiǎn)貝葉斯決策matlab代碼,注釋清楚豐富。

資源截圖

代碼片段和文件信息

clear
syms?pw1?pw2;
pf=input(‘女生的先驗(yàn)概率:‘);
pm=1-pf;
X=input(‘請(qǐng)輸入身高體重矩陣:‘);
X=X‘

%求出為女生的概率密度函數(shù)
fid1=fopen(‘FEMALE.txt‘‘r‘);
rf=textscan(fid1?‘%f?%f‘);
fheight=mean(rf{1});
fweight=mean(rf{2});
fm=[fheight;fweight];
fM1=cov(rf{1}rf{2});
?fM=det(fM1);
fw1=1/((2*pi)*sqrt(fM))*exp(-0.5*(X-fm)‘*inv(fM1)*(X-fm));
%求出為男生的概率密度函數(shù)
fid2=fopen(‘MALE.txt‘‘r‘);
rm=textscan(fid2?‘%f?%f‘);
mheight=mean(rm{1});
fweight=mean(rm{2});
X2=[fheight;fweight];
mN1=cov(rm{1}rm{2});
mN=det((mN1));
fw2=1/((2*pi)*sqrt(mN))*exp(-0.5*(X-X2)‘*inv(mN1)*(X-X2));
%求后驗(yàn)概率
hpf=pf*fw1/(pf*fw1+pm*fw2);
hpm=pm*fw2/(pf*fw1+pm*fw2);
?%設(shè)置風(fēng)險(xiǎn)矩陣
f=[0?7;3?0];
%計(jì)算風(fēng)險(xiǎn)及進(jìn)行判決
Rf=f(11)*hpf+f(12)*hpm
Rm=f(21)*hpf+f(22)*hpm
disp(‘身高和體重相關(guān)時(shí),最小風(fēng)險(xiǎn)Bayes判決結(jié)果:‘)
if?Rf>=Rm
?????disp(‘It?is?a?male!‘);
else
?????disp(‘It?is?a?female!‘);
end

?屬性????????????大小?????日期????時(shí)間???名稱
-----------?---------??----------?-----??----
?????目錄???????????0??2019-04-14?15:40??模式識(shí)別-貝葉斯matlab實(shí)例\
?????目錄???????????0??2019-04-14?15:39??模式識(shí)別-貝葉斯matlab實(shí)例\最小風(fēng)險(xiǎn)貝葉斯決策\(yùn)
?????文件?????????915??2010-03-28?22:26??模式識(shí)別-貝葉斯matlab實(shí)例\最小風(fēng)險(xiǎn)貝葉斯決策\(yùn)bayes_sike.m
?????文件????????1005??2010-03-28?22:25??模式識(shí)別-貝葉斯matlab實(shí)例\最小風(fēng)險(xiǎn)貝葉斯決策\(yùn)bayes_sike_notc.m
?????文件?????????426??2004-10-08?09:03??模式識(shí)別-貝葉斯matlab實(shí)例\最小風(fēng)險(xiǎn)貝葉斯決策\(yùn)FEMALE.TXT
?????文件?????????424??2004-10-08?09:04??模式識(shí)別-貝葉斯matlab實(shí)例\最小風(fēng)險(xiǎn)貝葉斯決策\(yùn)MALE.TXT
?????文件?????????348??2010-03-29?10:48??模式識(shí)別-貝葉斯matlab實(shí)例\最小風(fēng)險(xiǎn)貝葉斯決策\(yùn)test1.txt
?????文件????????3018??2010-03-29?11:58??模式識(shí)別-貝葉斯matlab實(shí)例\最小風(fēng)險(xiǎn)貝葉斯決策\(yùn)test2.txt
?????文件????????1197??2010-03-29?12:40??模式識(shí)別-貝葉斯matlab實(shí)例\最小風(fēng)險(xiǎn)貝葉斯決策\(yùn)test_sike.m
?????文件????????1171??2010-03-29?22:20??模式識(shí)別-貝葉斯matlab實(shí)例\最小風(fēng)險(xiǎn)貝葉斯決策\(yùn)xunlian_sike.m
?????目錄???????????0??2017-11-12?10:17??模式識(shí)別-貝葉斯matlab實(shí)例\貝葉斯程序示例\
?????目錄???????????0??2017-11-12?10:17??模式識(shí)別-貝葉斯matlab實(shí)例\貝葉斯程序示例\最小錯(cuò)誤率\
?????文件????????1596??2016-12-02?15:52??模式識(shí)別-貝葉斯matlab實(shí)例\貝葉斯程序示例\最小錯(cuò)誤率\bayes_cell.m
?????文件???????14778??2016-12-02?15:37??模式識(shí)別-貝葉斯matlab實(shí)例\貝葉斯程序示例\最小錯(cuò)誤率\參考程序.docx
?????目錄???????????0??2017-11-12?10:17??模式識(shí)別-貝葉斯matlab實(shí)例\貝葉斯程序示例\最小風(fēng)險(xiǎn)\
?????文件????????1736??2016-12-09?13:57??模式識(shí)別-貝葉斯matlab實(shí)例\貝葉斯程序示例\最小風(fēng)險(xiǎn)\bayes.asv
?????文件????????1736??2016-12-09?14:03??模式識(shí)別-貝葉斯matlab實(shí)例\貝葉斯程序示例\最小風(fēng)險(xiǎn)\bayes.m
?????文件?????????304??2016-12-02?15:53??模式識(shí)別-貝葉斯matlab實(shí)例\貝葉斯程序示例\最小風(fēng)險(xiǎn)\bayes_cell2.m
?????文件???????15456??2016-12-09?14:05??模式識(shí)別-貝葉斯matlab實(shí)例\貝葉斯程序示例\最小風(fēng)險(xiǎn)\參考程序-最小風(fēng)險(xiǎn).docx
?????文件???????86016??2016-12-09?14:10??模式識(shí)別-貝葉斯matlab實(shí)例\貝葉斯程序示例\貝葉斯程序示例.doc

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