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Implement NEWUOA (NEW Unconstrained Optimization Algorithm) #75

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@SimonBlanke

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@SimonBlanke

Implement NEWUOA, an improved derivative-free optimization method for unconstrained problems. It builds quadratic models of the objective function using a well-chosen set of interpolation points.

For information about the mathematical background see #73.

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