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Add IRLS solver for linear models #16634

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@rth

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@rth
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The Iteratively reweighted least squares (IRLS) solver, initially proposed in #9405 could be used in several linear models, for instance,

  • LogisticRegression
  • TwieedieRegression (including Poisson & Gamma) etc

Preliminary benchmarks for TweedieRegression were done in #9405 (comment) and demonstrated that IRLS could be competitive (or faster than other solvers including LBFGS) when n_features ≤ 10-20. More detailed benchmarks with a careful consideration of the stopping criterion would be necessary.

Also see: #16635 #16637

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