VDC is a Python package and released model for amortized vine-copula estimation. It trains a single neural edge estimator once on synthetic copulas and reuses it ...

A fast pairwise mutual information calculation for Python and C++, optimised for small repeated integer counts such as those seen in single-cell RNA sequencing data. This uses the copula method to ...

Copula theory provides a unifying framework for modelling the dependence structure among multiple random variables independently of their marginal distributions. At its core is the decomposition of ...

Copula models constitute a versatile framework for describing and analysing the dependence structure among multiple random variables, independently of their marginal distributions. Underpinned by ...

Abstract: Discrete convolution (DC) is a generally accepted approach for the probabilistic analysis such as reliability assessment and probabilistic load flow. However, it has a strong precondition ...

Abstract: Python has become the programming language of choice for research and industry projects related to data science, machine learning, and deep learning. Since optimization is an inherent part ...