log-gaussian Cox process 1neural networks 1parameter estimation 1simulation-based inference 1spatial statistics 1
From the 1 of 3 linked papers with an AI index.
3 papers
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…
astro-ph.GA2026
Spatio-Temporal Log-Gaussian Cox-Hawkes Processes with Inhibition and Excitation for Stochastic Star Formation
Qihan Zou
We establish a connection between the stochastic self-propagating star-formation model and spatio-temporal point processes by showing that, under suitable discretisation, the SSPSF…
quant-ph2025
Estimating Quantum Execution Requirements for Feature Selection in Recommender Systems Using Extreme Value Theory
Jiayang Niu, Qihan Zou, Jie Li +3
Recent advances in quantum computing have significantly accelerated research into quantum-assisted information retrieval and recommender systems, particularly in solving feature se…