_BaseSolver#

class _BaseSolver[source]#

Base class for solvers for the Operator Inference regression problem. Child classes should receive and store hyperparameters in the constructor (regularization scalars, truncation size, etc.).

Properties

A

Left-hand side data matrix.

B

"Right-hand side matrix B = [ b_1 | .

d

Number of unknowns to learn in each problem (number of columns of A).

k

Number of equations in the least-squares problem (number of rows of A).

r

Number of independent least-squares problems (number of columns of B).

Methods

cond

Calculate the 2-norm condition number of the data matrix A.

fit

Verify dimensions and save A and B.

misfit

Calculate the data misfit (residual) of the non-regularized problem for each column of B = [ b_1 | .

predict

Solver the learning problem.