Create a zero-filled 2D array with ones at positio

问题:

I'm trying to vectorize the following MATLAB operation:

Given a column vector with indexes, I want a matrix with the same number of rows of the column and a fixed number of columns. The matrix is initialized with zeroes and contains ones in the locations specified by the indexes.

Here is an example of the script I've already written:

y = [1; 3; 2; 1; 3];
m = size(y, 1);

% For loop
yvec = zeros(m, 3);
for i=1:m
    yvec(i, y(i)) = 1;
end

The desired result is:

yvec =

 1     0     0
 0     0     1
 0     1     0
 1     0     0
 0     0     1

Is it possible to achieve the same result without the for loop? I tried something like this:

% Vectorization (?)
yvec2 = zeros(m, 3);
yvec2(:, y(:)) = 1;

but it doesn't work.

回答1:

Two approaches you can use here.

Approach 1:

y = [1; 3; 2; 1; 3];
yvec = zeros(numel(y),3);
yvec(sub2ind(size(yvec),1:numel(y),y'))=1

Approach 2 (One-liner):

yvec = bsxfun(@eq, 1:3,y)

回答2:

Yet another approach:

yvec = full(sparse(1:numel(y),y,1));

回答3:

You could do this with accumarray:

yvec = accumarray([(1:numel(y)).' y], 1);

回答4:

I did it this way:

classes_count = 10;
sample_count = 20;
y = randi([1 classes_count], 1, sample_count); 

y_onehot = zeros(classes_count, size(y, 2));
idx = sub2ind(size(y_onehot), y, [1:size(y, 2)]);
y_onehot(idx) = 1