How can I do one-hot encoding in MATLAB?
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MathWorks Support Team
on 29 Apr 2020
Edited: MathWorks Support Team
on 13 Sep 2024
I would like to perform one-hot encoding on the vector [1 7 10 9 8 6]' with 10 classes (numbers 1 to 10). The resulting 6x10 matrix should have a 1x10 vector in place of each number, with "1" at the position corresponding to the number and "0" at all other positions.
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MathWorks Support Team
on 13 Sep 2024
Edited: MathWorks Support Team
on 13 Sep 2024
This can be done by using a logical operator '==' as follows:
>> vec = [1 7 10 9 8 6]'; % Create the vector>> A = (vec==1:10) % Find the column that corresponds to each vector entry
A = 6×10 logical array
1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 1 0 0 0 0
You can learn more about the operator here:
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