24 citations · 36 across the 6 of their papers we have counts for
6 papers
Mark distance correlation functions: from moment-based to distributional mark summary characteristics in spatial point processes
Matthias Eckardt, Mari Myllymäki, Aila Särkkä
With the rapid advancement in data collection devices and storage capacities, we have access to increasing amount of spatial point pattern data where each event location is augment…
What you see is not what is there: Mechanisms, models, and methods for point pattern deviations
Peter Guttorp, Janine Illian, Joel Kostensalo +4
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…
Statistical modeling of diabetic neuropathy: Exploring the dynamics of nerve mortality
Konstantinos Konstantinou, Farnaz Ghorbanpour, Umberto Picchini +2
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…
Point process models for sweat gland activation observed with noise
Mikko Kuronen, Mari Myllymäki, Adam Loavenbruck +1
The aim of the paper is to construct spatial models for the activation of sweat glands for healthy subjects and subjects suffering from peripheral neuropathy by using videos of swe…
Hierarchical log Gaussian Cox process for regeneration in uneven-aged forests
Mikko Kuronen, Aila Särkkä, Matti Vihola +1
We propose a hierarchical log Gaussian Cox process (LGCP) for point patterns, where a set of points x affects another set of points y but not vice versa. We use the model to invest…
What we look at in paintings: A comparison between experienced and inexperienced art viewers
Anna-Kaisa Ylitalo, Aila Särkkä, Peter Guttorp
How do people look at art? Are there any differences between how experienced and inexperienced art viewers look at a painting? We approach these questions by analyzing and modeling…