75 citations · 203 across the 6 of their papers we have counts for
3 papers · 1 filter
Dynamical Bayesian Inference of Time-evolving Interactions: From a Pair of Coupled Oscillators to Networks of Oscillators
Andrea Duggento, Tomislav Stankovski, Peter V. E. McClintock +1
Living systems have time-evolving interactions that, until recently, could not be identified accurately from recorded time series in the presence of noise. Stankovski et al. (Phys.…
Nonlinear Statistical Modelling and Model Discovery for Cardiorespiratory Data
D. G. Luchinsky, V. N. Smelyanskiy, M. M. Millonas +2
We present a Bayesian dynamical inference method for characterizing cardiorespiratory (CR) dynamics in humans by inverse modelling from blood pressure time-series data. This new me…
Inference of a nonlinear stochastic model of the cardiorespiratory interaction
V. N. Smelyanskiy, D. G. Luchinsky, A. Stefanovska +1
A new technique is introduced to reconstruct a nonlinear stochastic model of the cardiorespiratory interaction. Its inferential framework uses a set of polynomial basis functions r…