Length of label vector does not match # of instances.

4 views (last 30 days)
Length of label vector does not match # of instances. Error using reshape To RESHAPE the number of elements must not change.
Error in linear_kernel (line 48) ypred = reshape(ypred,nx,ny);
% load training set and testing set
clear all;
train_set = loadMNISTImages('train-images.idx3-ubyte')';
train_label = loadMNISTLabels('train-labels.idx1-ubyte');
test_set = loadMNISTImages('t10k-images.idx3-ubyte')';
test_label = loadMNISTLabels('t10k-labels.idx1-ubyte');
%training
tic;
model = svmtrain(train_label, train_set, '-s 0 -t 0');
t1 = toc;
% classification
tic;
[predicted_label, accuracy, decision_values]=svmpredict(test_label, test_set, model);
t2 = toc;
disp(num2str(t1));
disp(num2str(t2));
%%%%%%%%%%%%%%%%%%plot%%%%%%%%%%%%%
train_set1=train_set;
test_set1=test_set;
nt=220.6940;
m=521.0442;
[Pa,V,me1,l1] = pcaproj(train_set1,2);
[n,p]=size(test_set1);
Pt=(test_set1-ones(n,1)*me1)*V;
min(Pa);
max(Pa);
min(Pt);
max(Pt);
m1 = -1;
M1 = 2.5;
m2 = -1.5;
M2 = 1;
ind1 = 0.25;
ind2 = 0.25;
[xg yg] = meshgrid([m1:ind1:M1],[m2:ind2:M2]);
[nx,ny] = size(xg);
X = [reshape(xg ,nx*ny,1) reshape(yg ,nx*ny,1)];
[n,p] = size(X);
Xg = X*V' + ones(n,1)*me1;
LabelS1=[1*ones(1,3334) 2*ones(1,3333) 3*ones(1,3333)];
[ypred,accuracy1,decision_values1] = svmpredict(LabelS1',Xg,model);
decision_values1=decision_values1';
maxi=max(decision_values1);
ypred = reshape(ypred,nx,ny);
contourf(xg,yg,ypred);shading flat;hold on;
[cs,h]=contour(xg,yg,ypred,[1 2 3]);
clabel(cs,h);
style= ['^+*'];
color= ['kkk'];
hold on;
nbclass=max(LS);
for i=0:nbclass-1
h=plot(Pt(i*nt+1:(i+1)*nt,1),Pt(i*nt+1:(i+1)*nt,2),[style(i+1) color(i+1)]);hold on;
end;

Answers (0)

Categories

Find more on Statistics and Machine Learning Toolbox in Help Center and File Exchange

Products

Community Treasure Hunt

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

Start Hunting!