21598@AAAI

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#1 Numerical Approximations of Log Gaussian Cox Process (Student Abstract) [PDF] [Copy] [Kimi] [REL]

Authors: Francois Buet-Golfouse, Hans Roggeman

This paper considers a multi-state Log Gaussian Cox Process (`"LGCP'') on a graph, where transmissions amongst states are calibrated using a non-parametric approach. We thus consider multi-output LGCPs and introduce numerical approximations to compute posterior distributions extremely quickly and in a completely transparent and reproducible fashion. The model is tested on historical data and shows very good performance.

Subject: AAAI.2022 - Student Abstract and Poster Program