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Solution of nonlinear systems of equations. The equations might be algebraic or differential equations.

3 votes
1 answer
90 views

Nonlinear least squares resolution matrix

For a linear least squares problem, it is possible to define a resolution matrix, relating the estimated model parameters to the true model parameters. If we are solving a regularized problem, $$ \min …
vibe's user avatar
  • 1,078
1 vote
1 answer
997 views

Pivoted Cholesky vs Modified Cholesky

I am solving nonlinear least squares problems with the normal equations approach, so on each iteration, I need to solve: $$ J^T J \delta = -J^T f $$ for the step $\delta$, where $J$ is a large (millio …
vibe's user avatar
  • 1,078
4 votes
0 answers
350 views

Nonlinear least squares and regularization

Consider the nonlinear least-squares minimization of a vector of $n$ residuals $\mathbf{f}$ in $p$ parameters $\mathbf{x}$: $$ \min_{\mathbf{x}} || \mathbf{f}(\mathbf{x}) ||^2 $$ This can be done with …
vibe's user avatar
  • 1,078
4 votes
1 answer
141 views

Nonlinear least squares when some parameters are linear

Consider the least squares problem, $$ \min_{\mathbf{a},\mathbf{b}} || \mathbf{f}(\mathbf{a},\mathbf{b})||^2 $$ where $\mathbf{a},\mathbf{b}$ represent the unknown parameters to be found. In my proble …
vibe's user avatar
  • 1,078