We propose a method for detecting significant interactions in very large multivariate spatial
point patterns. This methodology thus develops high dimensional data understanding in the …

The rank envelope test (Myllymäki et al. in JR Stat Soc B, doi: 10.1111/rssb. 12172, 2016) is
proposed as a solution to the multiple testing problem for Monte Carlo tests. Three different …

Epidermal nerve fibre (ENF) density and morphology are used to study small fibre
involvement in diabetic, HIV, chemotherapy induced and other neuropathies. ENF density …

Many natural systems are observed as point patterns in time, space, or space and time.
Examples include plant and cellular systems, animal colonies, earthquakes, and wildfires. In …

Diabetic neuropathy is a disorder characterized by impaired nerve function and reduction of
the number of epidermal nerve fibers per epidermal surface. Additionally, as neuropathy …

In this paper we propose a method for incorporating the effect of non-spatial covariates into
the spatial second-order analysis of replicated point patterns. The variance stabilizing …

Peripheral neuropathy is a condition associated with poor nerve functionality. Epidermal
nerve fiber (ENF) counts per epidermal surface are dramatically reduced and the two …

Epidermal nerve fibre (ENF) density and summed length of ENFs per epidermal surface
area are reduced, and ENFs may appear more clustered within the epidermis in subjects …

In this paper, the spatial arrangement and possible interactions between epidermal nerve
fibre endings are investigated and modelled by using confocal microscopy data. We are …

We propose an interacting cluster model for the spatial distribution of epidermal nerve fibers
(ENF). The model consists of a spatial process of parent points modeling the base points of …