Fill missing NaN values with Interpolation
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I have Matlab 2013, and I want to apply spline interpolation in my data matrix with NaN values. Is there any other method which can do this. As fillmissing functon is not available in lower versions.
2 个评论
Adam
2018-7-12
doc spline
doc interp1
Tsehaye Gebreteklie
2022-4-19
knnimpute is prefere than spline. you can write the code like this.
clear all;
clc;
Temp = xlsread(A);
Filldata=knnimpute(Temp);
采纳的回答
KSSV
2018-7-12
a = rand(100,1) ;
% put some NaN's
a(randsample(100,20)) = NaN ;
%%interpolate
x = 1:length(a) ;
a(isnan(a)) = interp1(x(~isnan(a)),a(~isnan(a)),x(isnan(a))) ;
plot(x,a,'.r')
hold on
plot(x,a,'b')
1 个评论
EMMA POLLARD
2021-2-23
@KSSV Is there a way to use the above method but omit larger gaps of data? For example if there is a string longer than 5NaN values could it avoid interpolating these sections?
Thanks
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ZaidiN
2018-7-12
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1 个评论
Pawan Sharma
2020-5-12
This is liner interpolation. To make it spline interpolation, add spine as a method of interpolation
a(isnan(a)) = interp1(x(~isnan(a)),a(~isnan(a)),x(isnan(a)), 'spline') ;
It do replace NaNs with interpolated values.
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