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Nearly assumptionless screening for the mutually-exciting multivariate Hawkes process

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We consider the task of learning the structure of the graph underlying a mutually-exciting multivariate Hawkes process in the high-dimensional setting. We propose a simple and computationally inexpensive edge screening approach. Under a subset of the assumptio... ...