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cs.LG2009★ 8 cited
A Combinatorial Algorithm to Compute Regularization Paths
Bernd Gärtner, Joachim Giesen, Martin Jaggi +1
For a wide variety of regularization methods, algorithms computing the entire solution path have been developed recently. Solution path algorithms do not only compute the solution…
cs.LG2009
An Exponential Lower Bound on the Complexity of Regularization Paths
Bernd Gärtner, Martin Jaggi, Clément Maria
For a variety of regularized optimization problems in machine learning, algorithms computing the entire solution path have been developed recently. Most of these methods are quadra…