Fast Multi-resolution Segmentation for Nonstationary Hawkes Process Using Cumulants

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Abstract:

The stationarity is assumed in vanilla Hawkes process, which reduces the model complexity but introduces a strong assumption. In this paper, we propose a fast multi-resolution segmentation algorithm to capture the time-varying characteristics of nonstationary Hawkes process. The proposed algorithm is based on the first and second order ...More

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