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- // David Eberly, Geometric Tools, Redmond WA 98052
- // Copyright (c) 1998-2020
- // Distributed under the Boost Software License, Version 1.0.
- // https://www.boost.org/LICENSE_1_0.txt
- // https://www.geometrictools.com/License/Boost/LICENSE_1_0.txt
- // Version: 4.0.2019.08.13
- #pragma once
- #include <Mathematics/ApprQuery.h>
- #include <Mathematics/Matrix2x2.h>
- // Least-squares fit of a line to height data (x,f(x)). The line is of the
- // form: (y - yAvr) = a*(x - xAvr), where (xAvr,yAvr) is the average of the
- // sample points. The return value of Fit is 'true' if and only if the fit is
- // successful (the input points are not degenerate to a single point). The
- // mParameters values are ((xAvr,yAvr),(a,-1)) on success and ((0,0),(0,0)) on
- // failure. The error for (x0,y0) is [a*(x0-xAvr)-(y0-yAvr)]^2.
- namespace WwiseGTE
- {
- template <typename Real>
- class ApprHeightLine2 : public ApprQuery<Real, Vector2<Real>>
- {
- public:
- // Initialize the model parameters to zero.
- ApprHeightLine2()
- {
- mParameters.first = Vector2<Real>::Zero();
- mParameters.second = Vector2<Real>::Zero();
- }
- // Basic fitting algorithm. See ApprQuery.h for the various Fit(...)
- // functions that you can call.
- virtual bool FitIndexed(
- size_t numPoints, Vector2<Real> const* points,
- size_t numIndices, int const* indices) override
- {
- if (this->ValidIndices(numPoints, points, numIndices, indices))
- {
- // Compute the mean of the points.
- Vector2<Real> mean = Vector2<Real>::Zero();
- int const* currentIndex = indices;
- for (size_t i = 0; i < numIndices; ++i)
- {
- mean += points[*currentIndex++];
- }
- mean /= (Real)numIndices;
- if (std::isfinite(mean[0]) && std::isfinite(mean[1]))
- {
- // Compute the covariance matrix of the points.
- Real covar00 = (Real)0, covar01 = (Real)0;
- currentIndex = indices;
- for (size_t i = 0; i < numIndices; ++i)
- {
- Vector2<Real> diff = points[*currentIndex++] - mean;
- covar00 += diff[0] * diff[0];
- covar01 += diff[0] * diff[1];
- }
- // Decompose the covariance matrix.
- if (covar00 > (Real)0)
- {
- mParameters.first = mean;
- mParameters.second[0] = covar01 / covar00;
- mParameters.second[1] = (Real)-1;
- return true;
- }
- }
- }
- mParameters.first = Vector2<Real>::Zero();
- mParameters.second = Vector2<Real>::Zero();
- return false;
- }
- // Get the parameters for the best fit.
- std::pair<Vector2<Real>, Vector2<Real>> const& GetParameters() const
- {
- return mParameters;
- }
- virtual size_t GetMinimumRequired() const override
- {
- return 2;
- }
- virtual Real Error(Vector2<Real> const& point) const override
- {
- Real d = Dot(point - mParameters.first, mParameters.second);
- Real error = d * d;
- return error;
- }
- virtual void CopyParameters(ApprQuery<Real, Vector2<Real>> const* input) override
- {
- auto source = dynamic_cast<ApprHeightLine2<Real> const*>(input);
- if (source)
- {
- *this = *source;
- }
- }
- private:
- std::pair<Vector2<Real>, Vector2<Real>> mParameters;
- };
- }
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