Please help me with my code ( linear regression)
11 次查看(过去 30 天)
显示 更早的评论
if true
% code
endclear; clc;
%Step1:Generate a vector Y and X
n=1000;
v=2;
Y=trnd(v,n,1);
x1=ones(n,1);
x2=randn(n,1);
X=[x1 x2];
%Step2:Compute the OLS estimator
beta=(X'*X)^(-1)*X'*Y;
%Step3: Repeat 1. and 2. MC = 10000 times.
MC= 10000;
for nsample = 1:5
if nsample == 1; n = 1000; end;
if nsample == 2; n = 2000; end;
if nsample == 3; n = 3000; end;
if nsample == 4; n = 5000; end;
if nsample == 5; n = 7000; end;
for n=1:MC;
beta_hat(n,:) = (X'*X)^(-1)*X'*Y
for df=1:10;
B0=beta_hat(n,:)- beta;
bias=(1/MC)*symsum(B0,n,1,MC);
rmse=sqrt(bias^2);
df=[1:0; 1.1; 1.2; 1.3; 1.4; 1.6; 1.8; 2.0; 5.0; 10.0];
end;
end;
end;
The statements I am trying to code is below

5 个评论
Image Analyst
2017-4-3
What are the sizes of beta_hat and beta? How many rows and columns? Evidently they're not the same! beta_hat(n, :) is a 1-D row vector and you're probably trying to stuff a 2-D matrix into a single row and it won't fit.
回答(1 个)
Nicolas Schmit
2017-9-5
The error message means that you are trying to subtract two variables with incompatible sizes. This occurs because size(beta)= [2 1] whereas size(beta_hat(n,:)) = [1 2]. Transpose beta to make it a row vector.
0 个评论
另请参阅
类别
在 Help Center 和 File Exchange 中查找有关 PHY Components 的更多信息
Community Treasure Hunt
Find the treasures in MATLAB Central and discover how the community can help you!
Start Hunting!