How to remove outliers from a linear fit?

18 次查看(过去 30 天)
Hi all!
I have points P(xi,yi)and the linear fit y=ax+b. I want to remove the maximum outlier from the linear fit and I will do a new linear fit. Then to remove the maximum outlier and a new linear fit and so on, until I have the 50% of points P(xi,yi). Any ideas?
Thank you!

采纳的回答

Star Strider
Star Strider 2017-1-28
My idea:
x = 1:100; % Create Data
y = randi(99, 1, 100); % Create Data
nr_pts_to_remove = fix(length(x)/2);
for k1 = 1:nr_pts_to_remove
dm = [ones(size(x(:))) x(:)]; % Design Matrix
b = dm\y(:); % Estimate Parameters
yfit = dm*b; % Fit Data
[~,idx] = max(abs(y(:) - yfit)); % Index Of Maximum Residual
x(idx) = []; % Remove Maximum ‘x’
y(idx) = []; % Remove Maximum ‘y’
end
xv = linspace(min(x), max(x)); % Create Vectors For Plot
yv = [ones(size(xv(:))) xv(:)]*b; % Create Vectors For Plot
figure(1)
plot(x, y, 'pg', 'MarkerFaceColor','g')
hold on
plot(xv, yv, '-r')
hold off
grid
The ‘(:)’ creates column vectors for all data and other variables.
  9 个评论
Thar
Thar 2017-1-31
I want to save them in different figures. I wrote savefig('graphk1.fig'),but save the first graph only.
Star Strider
Star Strider 2017-1-31
You have two options, to save them all in the same file:
H(1) = figure(1)
plot( . . . )
. . .
H(22) = figure(22)
plot( . . . )
savefig(H,'graphk.fig')
or to save every figure individually:
savefig('graphk01.fig')
savefig('graphk02.fig')
. . .
savefig('graphk22.fig')
I would save them all in the same file (the first option). See the documentation for savefig for details. The documentation says it was ‘Introduced in R2013b’, so if you have that or a later version, you should be able to do this.

请先登录,再进行评论。

更多回答(0 个)

类别

Help CenterFile Exchange 中查找有关 Legend 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