Find first non-NaN in each column of array & combine into one vector

20 次查看(过去 30 天)
I am trying to:
1) Identify the first non-NaN value of each column in an array, and convert the rest to NaN
2) Identify the first non-NaN value of each row in the array, and convert the rest to NaN
3) Combine these numbers back into one column vector
I have created something that looks roughly like this (although much larger):
X =
2 NaN NaN NaN
4 6 NaN NaN
NaN NaN NaN NaN
5 4 7 8
After the first step (keeping only the first number in each column), I would hope to have this:
Xa =
2 NaN NaN NaN
NaN 6 NaN NaN
NaN NaN NaN NaN
NaN NaN 7 8
After the second step (keeping only the first number in each row), I would hope to have this:
Xb =
2 NaN NaN NaN
NaN 6 NaN NaN
NaN NaN NaN NaN
NaN NaN 7 NaN
Lastly, I would want to turn this into one column (there should only be NaN's or 1 non-NaN value in each row - I would want it to keep whichever is there)
Xc =
2
6
NaN
7
I apologize for not having any attempted code for this. I appear to have gotten stuck in the doorway of this one...

采纳的回答

Bruno Luong
Bruno Luong 2019-7-19
编辑:Bruno Luong 2019-7-19
X = [2 NaN NaN NaN;
4 6 NaN NaN;
NaN NaN NaN NaN;
5 4 7 8 ]
[m,n] = size(X);
[I,J] = ndgrid(1:m,1:n);
Xa = X;
[~,r]=max(isfinite(Xa),[],1);
Xa(I>r) = NaN
Xb = Xa;
[~,c]=max(isfinite(Xb),[],2);
Xb(J>c) = NaN
[~,c]=max(isfinite(Xb),[],2);
Xc = Xb(sub2ind([m,n],(1:m)',c))
  2 个评论
Adam Danz
Adam Danz 2019-7-19
编辑:Adam Danz 2019-7-19
Be sure to add semicolons to the end of 3 lines that are missing them.
Also, use ~isnan() rather than isfinite().

请先登录,再进行评论。

更多回答(2 个)

Adam Danz
Adam Danz 2019-7-19
编辑:Adam Danz 2019-7-19
X = [2 NaN NaN NaN
4 6 NaN NaN
NaN NaN NaN NaN
5 4 7 8];
X(cumsum(cumsum(~isnan(X)))~=1) = NaN; % your Xa
X(cumsum(cumsum(~isnan(X),2),2) ~=1) = NaN; % your Xb
Xc = NaN(size(X,1),1);
Xc(any(~isnan(X),2)) = X(~isnan(X)); % your Xc
  2 个评论
Adam Danz
Adam Danz 2019-7-19
编辑:Adam Danz 2019-7-19
Glad I could help! Just FYI, this solution and the max(infinite()) solution are both quite fast but this one is 4.5x faster (10,000 iterations, p<0.0001 Wicoxon signed rank) with less overhead. Also, instead of isfinite(), you should use ~isnan().

请先登录,再进行评论。


Mario Chiappelli
Mario Chiappelli 2019-7-19
Check out this question asked earlier on the forum, I think it asks and answers what you want.
  3 个评论
Mario Chiappelli
Mario Chiappelli 2019-7-19
Try this:
x = [2,NaN,NaN,NaN;4,6,NaN,NaN;NaN,NaN,NaN,NaN;5,4,7,8];
rows = length(x(:,1));
columns = length(x(1,:));
% This finds the first non NaN in the columns
columnVector = double(columns);
for i = 1:columns
found = 0;
for j = 1:rows
if ~isnan(x(j,i)) && found == 0
found = 1;
columnVector(i) = x(j,i);
end
end
if found == 0
columnVector(i) = NaN;
end
end
% This finds the first non NaN in the rows
rowVector = double(rows);
for i = 1:rows
found = 0;
for j = 1:columns
if ~isnan(x(i,j)) && found == 0
found = 1;
rowVector(i) = x(i,j);
end
end
if found == 0
rowVector(i) = NaN;
end
end
I could include some more functionality to delete any NaN values in the resulting columnVector and rowVector arrays. This does what you want, however it skips over the middle steps. I did not know if that was a necessary step for you or just your way of visualizing what needed to be done.
Hope this helps :)
mfclose
mfclose 2019-7-19
This was very close, but I did need the middle step getting rid of the other non-NaN values in a column. The code below fixed this. Thank you so much for helping!

请先登录,再进行评论。

类别

Help CenterFile Exchange 中查找有关 Block Libraries 的更多信息

Community Treasure Hunt

Find the treasures in MATLAB Central and discover how the community can help you!

Start Hunting!

Translated by