How to find percentage of Similarity between two logical matrices

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julian gaviria
julian gaviria 2023-1-25
评论： julian gaviria 2023-1-25
The following code calculates the percentage of similarity between the attached logical matrices "c1" and "c2":
row = 168;
col = 390;
% Counting equal elements
equal = c1==c2;
% Number of equal elements
equalCount = sum(equal(:));
similarityPercentage= (equalCount / (row * col) ) * 100;
% Display similarityPercentage
disp(similarityPercentage);
How can I compare the same percentage of similarity only considering the matrix places with "1" values. To note, it's not about counting the number of ones. The aim is to see in which percentage the "1" values appear in both metrices in terms of their number (i.e., quantity) and their position in the respective matrices (i.e., row and col).
P.D., I also calculate the mse values for cross validation.
mse_val=mse(c1,c2);
Many thanks in advance
  1 个评论
the cyclist
the cyclist 2023-1-25
编辑：the cyclist 2023-1-25
FYI, you can do your original calculation with this one-liner:
similarityPercentage = mean(c1==c2,"all")*100
I don't completely understand your question, though. Maybe you could use a smaller example, like
c1 = [1 1 1;
0 1 1;
0 0 1];
c2 = [1 0 0;
1 1 0;
1 1 0];
and tell us exactly what you expect the output to be?

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采纳的回答

Image Analyst
Image Analyst 2023-1-25
Wouldn't it just be
row = 168;
col = 390;
% Counting equal elements
equal = c1==c2;
% Number of equal elements
equalCount = sum(equal(:));
% Count the number of 1's total
oneCount = sum(c1 | c2, 'all')
% Compute the percentage of both having 1 as a fraction of either having 1.
similarityPercentage = (equalCount / oneCount) * 100;
% Display similarityPercentage
disp(similarityPercentage);
or am I missing something?

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