[HTML][HTML] Surrogate data for hypothesis testing of physical systems

G Lancaster, D Iatsenko, A Pidde, V Ticcinelli… - Physics Reports, 2018 - Elsevier
The availability of time series of the evolution of the properties of physical systems is
increasing, stimulating the development of many novel methods for the extraction of …

Causality detection based on information-theoretic approaches in time series analysis

K Hlaváčková-Schindler, M Paluš, M Vejmelka… - Physics Reports, 2007 - Elsevier
Synchronization, a basic nonlinear phenomenon, is widely observed in diverse complex
systems studied in physical, biological and other natural sciences, as well as in social …

Detecting causality in complex ecosystems

G Sugihara, R May, H Ye, C Hsieh, E Deyle, M Fogarty… - science, 2012 - science.org
Identifying causal networks is important for effective policy and management
recommendations on climate, epidemiology, financial regulation, and much else. We …

Coupling functions: universal insights into dynamical interaction mechanisms

T Stankovski, T Pereira, PVE McClintock… - Reviews of Modern …, 2017 - APS
The dynamical systems found in nature are rarely isolated. Instead they interact and
influence each other. The coupling functions that connect them contain detailed information …

[HTML][HTML] Nonlinear dynamics of cardiovascular ageing

Y Shiogai, A Stefanovska, PVE McClintock - Physics reports, 2010 - Elsevier
The application of methods drawn from nonlinear and stochastic dynamics to the analysis of
cardiovascular time series is reviewed, with particular reference to the identification of …

Wiener–Granger causality in network physiology with applications to cardiovascular control and neuroscience

A Porta, L Faes - Proceedings of the IEEE, 2015 - ieeexplore.ieee.org
Since the operative definition given by CWJ Granger of an idea expressed by N. Wiener, the
Wiener-Granger causality (WGC) has been one of the most relevant concepts exploited by …

Cardiovascular and cardiorespiratory coupling analyses: a review

S Schulz, FC Adochiei, IR Edu… - … of the Royal …, 2013 - royalsocietypublishing.org
Recently, methods have been developed to analyse couplings in dynamic systems. In the
field of medical analysis of complex cardiovascular and cardiorespiratory systems, there is …

Radial basis function approach to nonlinear Granger causality of time series

N Ancona, D Marinazzo, S Stramaglia - Physical Review E—Statistical …, 2004 - APS
We consider an extension of Granger causality to nonlinear bivariate time series. In this
frame, if the prediction error of the first time series is reduced by including measurements …

Directionality of coupling from bivariate time series: How to avoid false causalities and missed connections

M Paluš, M Vejmelka - Physical Review E—Statistical, Nonlinear, and Soft …, 2007 - APS
We discuss some problems encountered in inference of directionality of coupling, or, in the
case of two interacting systems, in inference of causality from bivariate time series. We …

Synchronization phenomena in human epileptic brain networks

K Lehnertz, S Bialonski, MT Horstmann, D Krug… - Journal of neuroscience …, 2009 - Elsevier
Epilepsy is a malfunction of the brain that affects over 50 million people worldwide. Epileptic
seizures are usually characterized by an abnormal synchronized firing of neurons involved …