Reviewing the math4 leastsquares code ATM, and the class level javadoc for 
LeastSquaresOptimizer states:

==========================================
An algorithm that can be applied to a non-linear least squares problem.
==========================================

How about:

----------------------------------------------------------------------------------------------
Interface for algorithms that solve least squares problems.
----------------------------------------------------------------------------------------------

And the optimize method:

==========================================
Solve the non-linear least squares problem.
==========================================

>>

----------------------------------------------------------------------------------------------
Solve the least squares problem.
----------------------------------------------------------------------------------------------

Cheers,
- Ole



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