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log-gaussian Cox process 1neural networks 1parameter estimation 1simulation-based inference 1spatial statistics 1

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1 paper

stat.ME2026

Deep Simulation-Based Inference for Inhomogeneous Bivariate Log-Gaussian Cox Processes

Qihan Zou, Yan Wang, Tingjin Chu +1

The paper presents a two‑step simulation‑based estimation approach that first fits Poisson first‑order parameters and then uses neural networks to infer latent field parameters of…