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ENH improve linesearch of NewtonSolver#34157

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lorentzenchr wants to merge 3 commits into
scikit-learn:mainfrom
lorentzenchr:smarter_linesearch
Open

ENH improve linesearch of NewtonSolver#34157
lorentzenchr wants to merge 3 commits into
scikit-learn:mainfrom
lorentzenchr:smarter_linesearch

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Reference Issues/PRs

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What does this implement/fix? Explain your changes.

This PR improves the line search of the "newton-cholesky" solver.
Instead of decreasing the step size by a factor of 0.5, it now uses quadratic of cubic polynomial interpolation to find the next step size.

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