How can I estimate the average for each one of the intervals in an x axis?

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Stelios Fanourakis
Stelios Fanourakis 2019 年 5 月 13 日
コメント済み: Stelios Fanourakis 2019 年 5 月 20 日
Hi
I need a method to split my x axis into intervals and estimate the average for each one of the intervals. The plots are polynomial curves, if that helps.
Any suggestion?
Thank you
  2 件のコメント
Stelios Fanourakis
Stelios Fanourakis 2019 年 5 月 19 日
Exactly as you stated. Two vectors of X,Y in a 2d plot. I want to define intervals for the X values and average each interval and all together.

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Adam Danz
Adam Danz 2019 年 5 月 19 日
編集済み: Adam Danz 2019 年 5 月 20 日
This is relatively straight forward with histcounts() and splitapply().
% Create fake data
x = randi(1000,1,1000); %doesn't have to be sorted
y = rand(size(x));
% Define the edges of your x data
% There's lots of ways to do this - this is just 1 example.
binWidth = 100; %how wide is each bin?
edges = min(x) : binWidth : max(x);
% determine which bin each x element is in
[~, ~, hbin] = histcounts(x,[edges,inf]);
% Get mean of y within each bin
% Here I ignore NaN values, too.
binMean = splitapply(@(x)mean(x,'omitna'),y,hbin);
To interpret the results, binMean(n) is the mean for all y values where x is greater or equal to edges(n) and less than edges(n+1).
To plot the data, the bins, and display the average values per bin above the axis:
figure
plot(x,y,'b.')
hold on
plot([edges;edges],[0,1],'k')
text(edges+binWidth/2, ones(size(edges)), strsplit(num2str(binMean,.1)), ...
'VerticalAlignment', 'Bottom', 'HorizontalAlignment', 'Center')
% * binMean must be a row vector
  13 件のコメント
Stelios Fanourakis
Stelios Fanourakis 2019 年 5 月 20 日
Thanks once again for your additional help. Althought, I might keep labels horizontally as they appear 'cause it looks better to me, than rotating them 90 degrees and have a vertical appearance.

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