How to normalize data between 0 and 1

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Med Future
Med Future am 3 Mär. 2022
Kommentiert: Walter Roberson am 24 Feb. 2025
Hello everyone, i hope you are doing well.
I have the following data.
I want to normalize the data between 0 and 1
How can i do that

Antworten (3)

Simon Chan
Simon Chan am 3 Mär. 2022
Another option is use function rescale

Davide Masiello
Davide Masiello am 3 Mär. 2022
Given the matrix A that you want to normalise, you could write
A = A/max(A(:));
  1 Kommentar
Image Analyst
Image Analyst am 3 Mär. 2022
He wants the output to go between 0 and 1. Your code will not put the min at 0 unless it is already 0. The easiest solution is to just use
A = rescale(A, 0, 1);

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Sinan Islam
Sinan Islam am 23 Feb. 2025
X_max = max(X);
X_min = min(X);
X_scaled = (X - X_min) ./ (X_max - X_min); % scales X to [0, 1]
  1 Kommentar
Walter Roberson
Walter Roberson am 24 Feb. 2025
That does not work if X consists of identical values
X = [1 1 1 1]
X = 1×4
1 1 1 1
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X_max = max(X);
X_min = min(X);
X_scaled = (X - X_min) ./ (X_max - X_min) % scales X to [0, 1]
X_scaled = 1×4
NaN NaN NaN NaN
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rescale(X)
ans = 1×4
0 0 0 0
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The code also produces questionable values if the maximum is inf but the points are not all identical
X = [1 2 inf]
X = 1×3
1 2 Inf
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X_max = max(X);
X_min = min(X);
X_scaled = (X - X_min) ./ (X_max - X_min) % scales X to [0, 1]
X_scaled = 1×3
0 0 NaN
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rescale(X)
ans = 1×3
NaN NaN NaN
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If one of the input values is -inf then the code produces all NaN

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