# Package org.hipparchus.optim.nonlinear.vector.leastsquares

This package provides algorithms that minimize the residuals
between observations and model values.
The

Algorithms in this category need access to a

The problem can be created progressively using a

`least-squares optimizers`

minimize the distance (called
*cost*or*χ*) between model and observations.^{2}Algorithms in this category need access to a

*problem*(represented by a`LeastSquaresProblem`

).
Such a model predicts a set of values which the algorithm tries to match
with a set of given set of observed values.
The problem can be created progressively using a

`builder`

or it can
be created at once using a `factory`

.-
Interface Summary Interface Description LeastSquaresOptimizer An algorithm that can be applied to a non-linear least squares problem.LeastSquaresOptimizer.Optimum The optimum found by the optimizer.LeastSquaresProblem The data necessary to define a non-linear least squares problem.LeastSquaresProblem.Evaluation An evaluation of a`LeastSquaresProblem`

at a particular point.MultivariateJacobianFunction A interface for functions that compute a vector of values and can compute their derivatives (Jacobian).ParameterValidator Interface for validating a set of model parameters.ValueAndJacobianFunction A interface for functions that compute a vector of values and can compute their derivatives (Jacobian). -
Class Summary Class Description AbstractEvaluation An implementation of`LeastSquaresProblem.Evaluation`

that is designed for extension.EvaluationRmsChecker Check if an optimization has converged based on the change in computed RMS.GaussNewtonOptimizer Gauss-Newton least-squares solver.LeastSquaresAdapter An adapter that delegates to another implementation of`LeastSquaresProblem`

.LeastSquaresBuilder A mutable builder for`LeastSquaresProblem`

s.LeastSquaresFactory A Factory for creating`LeastSquaresProblem`

s.LevenbergMarquardtOptimizer This class solves a least-squares problem using the Levenberg-Marquardt algorithm. -
Enum Summary Enum Description GaussNewtonOptimizer.Decomposition Deprecated. Use`MatrixDecomposer`

instead.