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Kalendarium

31

March

Statistics Seminar, "Fused Lasso Nearly Isotonic Signal Approximation in General Dimensions", Vladimir Pastukhov, Department of Data Science and AI, Chalmers

From: 2023-03-31 13:15 to 14:00 Seminarium

We introduce and study fused lasso nearly-isotonic signal approximation, which is a combination of fused lasso and generalized nearly-isotonic regression. We show how these three estimators relate to each other and derive solution to the general problem. Our estimator is computationally feasible and provides a trade-off between monotonicity, block sparsity and goodness-of-fit. Next, we prove that fusion and near-isotonisation in one dimensional case can be applied interchangably, and this step-wise procedure gives the solution to the original optimization problem. This property of the estimator is very important, because it provides a direct way to construct path solution when one of the penalization parameters is fixed. Also, we derive an unbiased estimator of the degrees of freedom of the estimator.



Om händelsen
From: 2023-03-31 13:15 to 14:00

Plats
MH:227

Kontakt
dragi [at] maths [dot] lth [dot] se

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