Waj*_*jih 1 arrays matlab vectorization reduction
对于大小为60000行,10列的2D数组,我有如下阵列
[0 0 0 0 0 1 0 0 0 0]
[1 0 0 0 0 0 0 0 0 0]
[0 0 0 0 0 0 0 0 0 1]
.......
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任何行只包含一个'1'
我必须将它减少到一个行或列向量,它显示我们有一个1的索引.例如,对于上面显示的行,我们必须最终得到
[6,1,10...] 超过第60,000个值.
如何在没有循环的Matlab中做到这一点?
更新: 更有效的方法是使用矩阵乘法:
idx = a * (1:size(a,2)).'
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上一个答案:
试试这个:
a=[...
0 0 0 0 0 1 0 0 0 0
1 0 0 0 0 0 0 0 0 0
0 0 0 0 0 0 0 0 0 1]
[r ,~]=find(a.')
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使用Divakar的基准:
------------------- With FIND
Elapsed time is 1.55641 seconds.
------------------- With MAX
Elapsed time is 0.703054 seconds.
------------------- With MTIMES
Elapsed time is 0.266676 seconds.
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你可以用max-
[~,idx] = max(a,[],2)
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60000 x 10阵列上的运行时测试
基准代码 -
% Setup input array
a = zeros(60000,10);
idx = randi(size(a,2),1,size(a,1));
a(sub2ind(size(a),1:size(a,1),idx)) = 1;
% Timing code
disp('------------------- With FIND')
tic,for i = 1:500,[r,~]=find(a.');end, toc
disp('------------------- With MAX')
tic,for i = 1:500,[~,idx] = max(a,[],2);end, toc
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计时 -
------------------- With FIND
Elapsed time is 4.267364 seconds.
------------------- With MAX
Elapsed time is 1.353760 seconds.
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