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What is Poisson Intensity Estimation via RKHS about?

This paper presents a novel approach for estimating the intensity of inhomogeneous Poisson processes using Reproducing Kernel Hilbert Spaces (RKHS). The authors develop a computationally tractable RKHS formulation that allows for nonparametric modeling of intensity functions, overcoming limitations of traditional methods in high-dimensional spaces. The proposed method demonstrates strong performance across various synthetic and real-world datasets, making it a significant advancement in the field of nonpara

Author
qikangliao
Language
EN