Time-dependent density estimation using binary classifiers
Published in ArXiv.org • Jun 18, 2025
NobleIDNI5P09W56R92S30
Authors:,,
Agnimitra Dasgupta
Javier Murgoitio-Esandi
Ali Fardisi
Abstract
We propose a data-driven method to learn the time-dependent probability density of a multivariate stochastic process from sample paths, assuming that the initial probability density is known and can be evaluated. Our method uses a novel time-dependent binary classifier trained using a contrastive es...
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