Blame include/ceres/normal_prior.h

Packit ea1746
// Ceres Solver - A fast non-linear least squares minimizer
Packit ea1746
// Copyright 2015 Google Inc. All rights reserved.
Packit ea1746
// http://ceres-solver.org/
Packit ea1746
//
Packit ea1746
// Redistribution and use in source and binary forms, with or without
Packit ea1746
// modification, are permitted provided that the following conditions are met:
Packit ea1746
//
Packit ea1746
// * Redistributions of source code must retain the above copyright notice,
Packit ea1746
//   this list of conditions and the following disclaimer.
Packit ea1746
// * Redistributions in binary form must reproduce the above copyright notice,
Packit ea1746
//   this list of conditions and the following disclaimer in the documentation
Packit ea1746
//   and/or other materials provided with the distribution.
Packit ea1746
// * Neither the name of Google Inc. nor the names of its contributors may be
Packit ea1746
//   used to endorse or promote products derived from this software without
Packit ea1746
//   specific prior written permission.
Packit ea1746
//
Packit ea1746
// THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS"
Packit ea1746
// AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE
Packit ea1746
// IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE
Packit ea1746
// ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT OWNER OR CONTRIBUTORS BE
Packit ea1746
// LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR
Packit ea1746
// CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF
Packit ea1746
// SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS
Packit ea1746
// INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN
Packit ea1746
// CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE)
Packit ea1746
// ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE
Packit ea1746
// POSSIBILITY OF SUCH DAMAGE.
Packit ea1746
//
Packit ea1746
// Author: sameeragarwal@google.com (Sameer Agarwal)
Packit ea1746
//
Packit ea1746
// Cost term that implements a prior on a parameter block using a
Packit ea1746
// normal distribution.
Packit ea1746
Packit ea1746
#ifndef CERES_PUBLIC_NORMAL_PRIOR_H_
Packit ea1746
#define CERES_PUBLIC_NORMAL_PRIOR_H_
Packit ea1746
Packit ea1746
#include "ceres/cost_function.h"
Packit ea1746
#include "ceres/internal/eigen.h"
Packit ea1746
#include "ceres/internal/disable_warnings.h"
Packit ea1746
Packit ea1746
namespace ceres {
Packit ea1746
Packit ea1746
// Implements a cost function of the form
Packit ea1746
//
Packit ea1746
//   cost(x) = ||A(x - b)||^2
Packit ea1746
//
Packit ea1746
// where, the matrix A and the vector b are fixed and x is the
Packit ea1746
// variable. In case the user is interested in implementing a cost
Packit ea1746
// function of the form
Packit ea1746
//
Packit ea1746
//   cost(x) = (x - mu)^T S^{-1} (x - mu)
Packit ea1746
//
Packit ea1746
// where, mu is a vector and S is a covariance matrix, then, A =
Packit ea1746
// S^{-1/2}, i.e the matrix A is the square root of the inverse of the
Packit ea1746
// covariance, also known as the stiffness matrix. There are however
Packit ea1746
// no restrictions on the shape of A. It is free to be rectangular,
Packit ea1746
// which would be the case if the covariance matrix S is rank
Packit ea1746
// deficient.
Packit ea1746
Packit ea1746
class CERES_EXPORT NormalPrior: public CostFunction {
Packit ea1746
 public:
Packit ea1746
  // Check that the number of rows in the vector b are the same as the
Packit ea1746
  // number of columns in the matrix A, crash otherwise.
Packit ea1746
  NormalPrior(const Matrix& A, const Vector& b);
Packit ea1746
Packit ea1746
  virtual bool Evaluate(double const* const* parameters,
Packit ea1746
                        double* residuals,
Packit ea1746
                        double** jacobians) const;
Packit ea1746
 private:
Packit ea1746
  Matrix A_;
Packit ea1746
  Vector b_;
Packit ea1746
};
Packit ea1746
Packit ea1746
}  // namespace ceres
Packit ea1746
Packit ea1746
#include "ceres/internal/reenable_warnings.h"
Packit ea1746
Packit ea1746
#endif  // CERES_PUBLIC_NORMAL_PRIOR_H_