Converting integer values to logical array
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I have a vector (160,1) in size which include integer number from 1 to 4, I want to convert in logical array by replacing 1 to(1 0 0 0), 2 to (0 1 0 0), and so on; for classifiction propblem.
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Más respuestas (3)
Steven Lord
el 28 de Ag. de 2020
You can use implicit expansion.
>> r = randi(4, 10, 1); % Your values will vary
>> values = r == 1:4;
>> t = table(r, values)
t =
10×2 table
r values
_ __________________________
1 true false false false
2 false true false false
3 false false true false
4 false false false true
4 false false false true
1 true false false false
4 false false false true
4 false false false true
2 false true false false
4 false false false true
Anthony Bartoletti
el 14 de Oct. de 2019
Editada: Anthony Bartoletti
el 14 de Oct. de 2019
0 votos
I'm not sure this is the answer requested. The solution given turns
1 into ( 1 0 0 0 ), 2 into ( 0 1 0 0 ), 3 into ( 1 1 0 0 ), 4 into ( 0 0 1 0 ).
But for a classification problem, you want to turn
1 into ( 1 0 0 0 ), 2 into ( 0 1 0 0 ), 3 into ( 0 0 1 0 ), 4 into ( 0 0 0 1 ).
I managed a solution: Create a logical 4x4 identity matrix with I = logical(eye(4)). Then given a sequence (row) r of integers 1 <= n <= 4, conduct
M = I( :, r)
This will select from the 4 logical basis vectors as columns, according to the sequence r.
Deryck Chan
el 28 de Ag. de 2020
I've combined the two approaches above and came up with this rather elegant solution:
% Example input
y = [1 3 4 5 7 9 8 2 1 5 10 3 4 6 8 2 6 1 2 7 10];
num_labels = max(y)
% Convert y into y_matrix
logic_template = eye(num_labels);
y_matrix = logic_template(:, y);
You can use boolean(eye(num_labels)) instead of eye(num_labels) if you want the result to be in the logical datatype.
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