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钟尚武
dlib
Commits
f1f9a018
Commit
f1f9a018
authored
Dec 12, 2011
by
Davis King
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Fixed some comments.
parent
3ecacdcc
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assignment_learning_ex.cpp
examples/assignment_learning_ex.cpp
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examples/assignment_learning_ex.cpp
View file @
f1f9a018
...
@@ -14,7 +14,7 @@
...
@@ -14,7 +14,7 @@
The assignment problem can be optimally solved using the well known Hungarian
The assignment problem can be optimally solved using the well known Hungarian
algorithm. However, this algorithm requires the user to supply some function
algorithm. However, this algorithm requires the user to supply some function
which measure the "goodness" of an individual association. In many cases the
which measure
s
the "goodness" of an individual association. In many cases the
best way to measure this goodness isn't obvious and therefore machine learning
best way to measure this goodness isn't obvious and therefore machine learning
methods are used.
methods are used.
...
@@ -38,8 +38,8 @@ using namespace dlib;
...
@@ -38,8 +38,8 @@ using namespace dlib;
In an association problem, we will talk about the "Left Hand Set" (LHS) and the
In an association problem, we will talk about the "Left Hand Set" (LHS) and the
"Right Hand Set" (RHS). The task will be to learn to map all elements of LHS to
"Right Hand Set" (RHS). The task will be to learn to map all elements of LHS to
unique elements of RHS. If an element of LHS can't be mapped to a unique element of
unique elements of RHS. If an element of LHS can't be mapped to a unique element of
RHS for
any
reason (e.g. LHS is bigger than RHS) then it can also be mapped to the
RHS for
some
reason (e.g. LHS is bigger than RHS) then it can also be mapped to the
special -1 output
indicating no mapping
.
special -1 output
, indicating no mapping to RHS
.
So the first step is to define the type of elements in each of these sets. In the
So the first step is to define the type of elements in each of these sets. In the
code below we will use column vectors in both LHS and RHS. However, in general,
code below we will use column vectors in both LHS and RHS. However, in general,
...
@@ -181,7 +181,7 @@ int main()
...
@@ -181,7 +181,7 @@ int main()
cout
<<
"predicted labels: "
<<
trans
(
vector_to_matrix
(
predicted_assignments
))
<<
endl
;
cout
<<
"predicted labels: "
<<
trans
(
vector_to_matrix
(
predicted_assignments
))
<<
endl
;
}
}
// We can also
call
this tool to compute the percentage of assignments predicted correctly.
// We can also
use
this tool to compute the percentage of assignments predicted correctly.
cout
<<
"training accuracy: "
<<
test_assignment_function
(
assigner
,
samples
,
labels
)
<<
endl
;
cout
<<
"training accuracy: "
<<
test_assignment_function
(
assigner
,
samples
,
labels
)
<<
endl
;
...
...
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