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Added a test for compute_lda_transform()

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Davis King 2015-01-10 12:15:19 -05:00
parent 298d3a4a56
commit 5a2cfe7e81
1 changed files with 54 additions and 0 deletions
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54
dlib/test/statistics.cpp
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@ -733,6 +733,59 @@ namespace
}
void test_lda ()
{
// This test makes sure we pick the right direction in a simple 2D -> 1D LDA
typedef matrix<double,2,1> sample_type;
std::vector<unsigned long> labels;
std::vector<sample_type> samples;
for (int i=0; i<4; i++)
{
sample_type s;
s(0) = i;
s(1) = i+1;
samples.push_back(s);
labels.push_back(1);
sample_type s1;
s1(0) = i+1;
s1(1) = i;
samples.push_back(s1);
labels.push_back(2);
}
matrix<double> X;
X.set_size(8,2);
for (int i=0; i<8; i++){
X(i,0) = samples[i](0);
X(i,1) = samples[i](1);
}
matrix<double,0,1> mean;
dlib::compute_lda_transform(X,mean,labels,1);
std::vector<double> vals1, vals2;
for (unsigned long i = 0; i < samples.size(); ++i)
{
double val = X*samples[i]-mean;
if (i%2 == 0)
vals1.push_back(val);
else
vals2.push_back(val);
dlog << LINFO << "1D LDA output: " << val;
}
if (vals1[0] > vals2[0])
swap(vals1, vals2);
const double err = equal_error_rate(vals1, vals2).first;
dlog << LINFO << "LDA ERR: " << err;
DLIB_TEST(err == 0);
DLIB_TEST(equal_error_rate(vals2, vals1).first == 1);
}
void perform_test (
)
{
@ -753,6 +806,7 @@ namespace
test_randomize_samples2();
another_test();
test_average_precision();
test_lda();
}
} a;