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Commit adf0bc4f authored by Davis King's avatar Davis King
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clarified examples

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examples/krr_classification_ex.cpp
View file @ adf0bc4f
...@@ -136,19 +136,19 @@ int main() ...@@ -136,19 +136,19 @@ int main()
sample(0) = 3.123; sample(0) = 3.123;
sample(1) = 2; sample(1) = 2;
cout << "This sample should be >= 0 and it is classified as a " << learned_function(sample) << endl; cout << "This is a +1 class example, the classifier output is " << learned_function(sample) << endl;
sample(0) = 3.123; sample(0) = 3.123;
sample(1) = 9.3545; sample(1) = 9.3545;
cout << "This sample should be >= 0 and it is classified as a " << learned_function(sample) << endl; cout << "This is a +1 class example, the classifier output is " << learned_function(sample) << endl;
sample(0) = 13.123; sample(0) = 13.123;
sample(1) = 9.3545; sample(1) = 9.3545;
cout << "This sample should be < 0 and it is classified as a " << learned_function(sample) << endl; cout << "This is a -1 class example, the classifier output is " << learned_function(sample) << endl;
sample(0) = 13.123; sample(0) = 13.123;
sample(1) = 0; sample(1) = 0;
cout << "This sample should be < 0 and it is classified as a " << learned_function(sample) << endl; cout << "This is a -1 class example, the classifier output is " << learned_function(sample) << endl;
// We can also train a decision function that reports a well conditioned probability // We can also train a decision function that reports a well conditioned probability
...@@ -174,19 +174,23 @@ int main() ...@@ -174,19 +174,23 @@ int main()
sample(0) = 3.123; sample(0) = 3.123;
sample(1) = 2; sample(1) = 2;
cout << "This +1 example should have high probability. Its probability is: " << learned_pfunct(sample) << endl; cout << "This +1 class example should have high probability. Its probability is: "
<< learned_pfunct(sample) << endl;
sample(0) = 3.123; sample(0) = 3.123;
sample(1) = 9.3545; sample(1) = 9.3545;
cout << "This +1 example should have high probability. Its probability is: " << learned_pfunct(sample) << endl; cout << "This +1 class example should have high probability. Its probability is: "
<< learned_pfunct(sample) << endl;
sample(0) = 13.123; sample(0) = 13.123;
sample(1) = 9.3545; sample(1) = 9.3545;
cout << "This -1 example should have low probability. Its probability is: " << learned_pfunct(sample) << endl; cout << "This -1 class example should have low probability. Its probability is: "
<< learned_pfunct(sample) << endl;
sample(0) = 13.123; sample(0) = 13.123;
sample(1) = 0; sample(1) = 0;
cout << "This -1 example should have low probability. Its probability is: " << learned_pfunct(sample) << endl; cout << "This -1 class example should have low probability. Its probability is: "
<< learned_pfunct(sample) << endl;
......
examples/rvm_ex.cpp
View file @ adf0bc4f
...@@ -150,19 +150,19 @@ int main() ...@@ -150,19 +150,19 @@ int main()
sample(0) = 3.123; sample(0) = 3.123;
sample(1) = 2; sample(1) = 2;
cout << "This sample should be >= 0 and it is classified as a " << learned_function(sample) << endl; cout << "This is a +1 class example, the classifier output is " << learned_function(sample) << endl;
sample(0) = 3.123; sample(0) = 3.123;
sample(1) = 9.3545; sample(1) = 9.3545;
cout << "This sample should be >= 0 and it is classified as a " << learned_function(sample) << endl; cout << "This is a +1 class example, the classifier output is " << learned_function(sample) << endl;
sample(0) = 13.123; sample(0) = 13.123;
sample(1) = 9.3545; sample(1) = 9.3545;
cout << "This sample should be < 0 and it is classified as a " << learned_function(sample) << endl; cout << "This is a -1 class example, the classifier output is " << learned_function(sample) << endl;
sample(0) = 13.123; sample(0) = 13.123;
sample(1) = 0; sample(1) = 0;
cout << "This sample should be < 0 and it is classified as a " << learned_function(sample) << endl; cout << "This is a -1 class example, the classifier output is " << learned_function(sample) << endl;
// We can also train a decision function that reports a well conditioned probability // We can also train a decision function that reports a well conditioned probability
...@@ -183,19 +183,23 @@ int main() ...@@ -183,19 +183,23 @@ int main()
sample(0) = 3.123; sample(0) = 3.123;
sample(1) = 2; sample(1) = 2;
cout << "This +1 example should have high probability. Its probability is: " << learned_pfunct(sample) << endl; cout << "This +1 class example should have high probability. Its probability is: "
<< learned_pfunct(sample) << endl;
sample(0) = 3.123; sample(0) = 3.123;
sample(1) = 9.3545; sample(1) = 9.3545;
cout << "This +1 example should have high probability. Its probability is: " << learned_pfunct(sample) << endl; cout << "This +1 class example should have high probability. Its probability is: "
<< learned_pfunct(sample) << endl;
sample(0) = 13.123; sample(0) = 13.123;
sample(1) = 9.3545; sample(1) = 9.3545;
cout << "This -1 example should have low probability. Its probability is: " << learned_pfunct(sample) << endl; cout << "This -1 class example should have low probability. Its probability is: "
<< learned_pfunct(sample) << endl;
sample(0) = 13.123; sample(0) = 13.123;
sample(1) = 0; sample(1) = 0;
cout << "This -1 example should have low probability. Its probability is: " << learned_pfunct(sample) << endl; cout << "This -1 class example should have low probability. Its probability is: "
<< learned_pfunct(sample) << endl;
......
examples/svm_ex.cpp
View file @ adf0bc4f
...@@ -154,19 +154,19 @@ int main() ...@@ -154,19 +154,19 @@ int main()
sample(0) = 3.123; sample(0) = 3.123;
sample(1) = 2; sample(1) = 2;
cout << "This sample should be >= 0 and it is classified as a " << learned_function(sample) << endl; cout << "This is a +1 class example, the classifier output is " << learned_function(sample) << endl;
sample(0) = 3.123; sample(0) = 3.123;
sample(1) = 9.3545; sample(1) = 9.3545;
cout << "This sample should be >= 0 and it is classified as a " << learned_function(sample) << endl; cout << "This is a +1 class example, the classifier output is " << learned_function(sample) << endl;
sample(0) = 13.123; sample(0) = 13.123;
sample(1) = 9.3545; sample(1) = 9.3545;
cout << "This sample should be < 0 and it is classified as a " << learned_function(sample) << endl; cout << "This is a -1 class example, the classifier output is " << learned_function(sample) << endl;
sample(0) = 13.123; sample(0) = 13.123;
sample(1) = 0; sample(1) = 0;
cout << "This sample should be < 0 and it is classified as a " << learned_function(sample) << endl; cout << "This is a -1 class example, the classifier output is " << learned_function(sample) << endl;
// We can also train a decision function that reports a well conditioned probability // We can also train a decision function that reports a well conditioned probability
...@@ -187,19 +187,23 @@ int main() ...@@ -187,19 +187,23 @@ int main()
sample(0) = 3.123; sample(0) = 3.123;
sample(1) = 2; sample(1) = 2;
cout << "This +1 example should have high probability. Its probability is: " << learned_pfunct(sample) << endl; cout << "This +1 class example should have high probability. Its probability is: "
<< learned_pfunct(sample) << endl;
sample(0) = 3.123; sample(0) = 3.123;
sample(1) = 9.3545; sample(1) = 9.3545;
cout << "This +1 example should have high probability. Its probability is: " << learned_pfunct(sample) << endl; cout << "This +1 class example should have high probability. Its probability is: "
<< learned_pfunct(sample) << endl;
sample(0) = 13.123; sample(0) = 13.123;
sample(1) = 9.3545; sample(1) = 9.3545;
cout << "This -1 example should have low probability. Its probability is: " << learned_pfunct(sample) << endl; cout << "This -1 class example should have low probability. Its probability is: "
<< learned_pfunct(sample) << endl;
sample(0) = 13.123; sample(0) = 13.123;
sample(1) = 0; sample(1) = 0;
cout << "This -1 example should have low probability. Its probability is: " << learned_pfunct(sample) << endl; cout << "This -1 class example should have low probability. Its probability is: "
<< learned_pfunct(sample) << endl;
......
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