Mokhtar Z. Alaya

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—We consider the problem of learning the inhomo-geneous intensity of a counting process, under a sparse seg-mentation assumption. We introduce a weighted total-variation penalization, using data-driven weights that correctly scale the penalization along the observation interval. We prove that this leads to a sharp tuning of the convex relaxation of the(More)
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