-
Notifications
You must be signed in to change notification settings - Fork 0
Commit
This commit does not belong to any branch on this repository, and may belong to a fork outside of the repository.
Separate L2 and normalized L2 distance classes.
- Loading branch information
Showing
4 changed files
with
54 additions
and
23 deletions.
There are no files selected for viewing
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -0,0 +1,28 @@ | ||
#include "normalizedL2DissimilarityClass.h" | ||
|
||
double NormalizedL2DissimilarityFunction::GetDistance(const arma::rowvec& grid1, | ||
const arma::rowvec& grid2, | ||
const arma::mat& values1, | ||
const arma::mat& values2) | ||
{ | ||
FunctionPairType pair = this->GetComparableFunctions(grid1, grid2, values1, values2); | ||
|
||
if (pair.Grid.is_empty()) | ||
return DBL_MAX; | ||
|
||
unsigned int nPts = pair.Grid.size(); | ||
|
||
if (nPts <= 1.0) | ||
return DBL_MAX; | ||
|
||
double squaredNorm1Value = arma::sum(arma::trapz(pair.Grid, arma::pow(pair.Values1, 2.0), 1)); | ||
double squaredNorm2Value = arma::sum(arma::trapz(pair.Grid, arma::pow(pair.Values2, 2.0), 1)); | ||
|
||
double epsValue = std::sqrt(std::numeric_limits<double>::epsilon()); | ||
if (squaredNorm1Value < epsValue && squaredNorm2Value < epsValue) | ||
return 0.0; | ||
|
||
double squaredDistanceValue = arma::sum(arma::trapz(pair.Grid, arma::pow(pair.Values1 - pair.Values2, 2.0), 1)); | ||
|
||
return std::sqrt(squaredDistanceValue) / (std::sqrt(squaredNorm1Value) + std::sqrt(squaredNorm2Value)); | ||
} |
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -0,0 +1,18 @@ | ||
#ifndef NORMALIZEDL2DISSIMILARITYCLASS_H | ||
#define NORMALIZEDL2DISSIMILARITYCLASS_H | ||
|
||
#include "baseDissimilarityClass.h" | ||
|
||
/// Normalized L2 Distance | ||
class NormalizedL2DissimilarityFunction : public BaseDissimilarityFunction | ||
{ | ||
public: | ||
double GetDistance( | ||
const arma::rowvec& grid1, | ||
const arma::rowvec& grid2, | ||
const arma::mat& values1, | ||
const arma::mat& values2 | ||
); | ||
}; | ||
|
||
#endif /* NORMALIZEDL2DISSIMILARITYCLASS_H */ |