The Poisson distribution has been widely studied and used for modeling univariate count‐
valued data. However, multivariate generalizations of the Poisson distribution that permit …

In an effort to bolster soundness standards in banking, the 2006 international regulatory
agreement of Basel II requires globally active banks to include operational risk in estimating …

Undirected graphical models, such as Gaussian graphical models, Ising, and multinomial/
categorical graphical models, are widely used in a variety of applications for modeling …

Motivation Elucidating the topology of gene regulatory networks (GRNs) from large single-
cell RNA sequencing datasets, while effectively capturing its inherent cell-cycle …

The inherent uncertainty in supply chain systems compels managers to be more perceptive
to the stochastic nature of the systems' major parameters, such as suppliers' reliability …

In recent years, next generation sequencing (NGS) has gradually replaced microarray as the
major platform in measuring gene expressions. Compared to microarray, NGS has many …

Profile monitoring has been an increasingly popular statistical process control (SPC)
problem recently. In many applications, quality characteristics of interest are attribute data …

Wave‐induced flooding is a major coastal hazard for the low‐lying atolls of the Pacific.
These flooding events are expected to increase over time, which may cause significant …

Non-stationarity in bivariate time series of counts may be induced by a number of time-
varying covariates affecting the bivariate responses due to which the innovation terms of the …

The quality of some products or processes can be characterised by the functional
relationship referred to as a profile. Profile monitoring aims to check the stability of this …