Simple Summary Due to the broad functions of Toll-like receptor 2 (TLR2) in innate
immunity, the drive for the development of TLR2-targeted therapeutic treatments has …

The topic of statistical inference for dynamical systems has been studied widely across
several fields. In this survey we focus on methods related to parameter estimation for …

The three-dimensional positions of immune cells can be tracked in live tissues precisely as a
function of time using two-photon microscopy. However, standard methods of analysis used …

Toll-like receptor (TLR) signaling via myeloid differentiation factor 88 protein (MyD88) has
been indicated to be involved in the response to wounding. It remains unknown whether the …

This article introduces a class of first-order stationary time-varying Pitman-Yor processes.
Subsuming our construction of time-varying Dirichlet processes presented in (Caron et al …

In view of the current availability and variety of measured data, there is an increasing
demand for powerful signal processing tools that can cope successfully with the associated …

Bayesian time series and forecasting is a very broad field and any attempt at other than a
very selective and personal overview of core and recent areas would be foolhardy. This …

Stochastic process models are widely employed for analyzing spatiotemporal datasets in
various scientific disciplines including, but not limited to, environmental monitoring …

This paper proposes a novel modelling framework for estimating the global potential field
from trajectories of multiple sensing agents whose perception of the unknown field is subject …

Recent advances in imaging technologies now allow for real-time tracking of fast-moving
immune cells as they search for targets such as pathogens and tumor cells through complex …