Please help me with my code ( linear regression)

조회 수: 11 (최근 30일)
Mark Lu
Mark Lu 2017년 3월 30일
답변: Nicolas Schmit 2017년 9월 5일
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
  댓글 수: 5
Mark Lu
Mark Lu 2017년 3월 31일
Here is the full error message . ''Error using - Matrix dimensions must agree. Error in Assign3 (line 27) B0=beta_hat(n,:)- beta;''
Image Analyst
Image Analyst 2017년 4월 3일
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.

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답변 (1개)

Nicolas Schmit
Nicolas Schmit 2017년 9월 5일
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.

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