element wise multiplication and sum
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hi,
i have a matirx a = [1,2,3;4,5,6]; and another matrix b=[2,2,2]
i want to multiply a[i,:].*b where i=1,2 (i.e. the rows of matrix a).
this will result in a matrix y with two rows (with 15 in row1 and 30 in row2)
how do i achieve this efficently without writing a "for" loop.
thanks in advance
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Akbar Khan
2016 年 8 月 20 日
As per my understanding of internal implementation of matlab. Matrix multiplication and matrix addition is an O(n^3) and O(n^2) time complexity algorithm. However I am not sure whether Strassen's algorithm is implemented internally.
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Evan
2012 年 12 月 3 日
編集済み: Evan
2012 年 12 月 3 日
NOTE: Ignore my answer. Matt's is much better. :P
>> a = [1,2,3;4,5,6]; >> b = [2,2,2]; >> tic >> c = bsxfun(@times,a,b) >> toc
c =
2 4 6
8 10 12
Elapsed time is 0.000333 seconds.
For more info:
help bsxfun
Another (faster) way would be to resize b to be the same size as a and then perform element-wise multiplication. So something like this:
>> a = [1,2,3;4,5,6];
>> b = [2,2,2];
>> n = 2; %OR n = size(a,1);
>> tic
>> c = a .* b(ones(n,1),:) %second term is same as (ones(n,1) * b)
>> toc
c =
2 4 6
8 10 12
Elapsed time is 0.000040 seconds.
You would just have to find the number of rows in a and use that as n for a general case.
Then, of course, you would just use the "sum" function to get your answer. I'm guessing you meant you wanted your answer to be [12; 30]? If so, you would just sum along columns:
>> y = sum(c,2)
y =
12
30
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