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Quadratic interpolation of an N dim array

Asked by Ano
on 26 Apr 2018
Latest activity Commented on by Ameer Hamza
on 27 Apr 2018
Hello I would to know how I can perform a quadratic interpolation of an array using matlab ? it is worth mentioning that I am using interp1 for now. thank you!

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2 Answers

Answer by Ameer Hamza
on 26 Apr 2018
 Accepted Answer

You can use polyfit(), and fit a polynomial of order two.
coefficients = polyfit(x, y, 2);
Then to interpolate the value use
interpolatedValues = polyval(coefficients, xq); % xq vector of points where you want to interpolate

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Yes, for interpolation. You first need a training set of x and y. They must have the same length. Can you show what are values in you X and Y variables?
Please find bellow how x and y should look like:
x = [1 3 5];
y(:,:,1) = [0.5 0.6 0.9 ; -1 -3 5;0.2 0.01 -3+1i];
it is worth mentioning that x is the third dim of y and they will not have the same length always. thank you!
In training phase of interpolation you need to vector x and y of equal length. Because by definition of interpolation, you are trying to estimate a function f: x -> y, which will best (e.g. in the least square sense) model the relation between x and y. This requires training dataset to have the same length of x and y.
After training is complete, you can use f to estimate y value at points xq for which you don't know the actual value of y, using f(xq).

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Answer by Walter Roberson
on 26 Apr 2018

A = [x(:).^2, x(:), ones(numel(x),1)];
b = y;
coefficients = (A\b).';
This code is fine with x being either a row vector or column vector. The code expects that you are doing the quadratic fitting over each column of y independently (not over the rows.)
The array of coefficients that results will be N x 3 where N is the number of columns of y. The order of the coefficients will be the x^2 coefficient, then the x coefficient, then the constant.

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