Detecting and quantifying causal associations in large nonlinear time series datasets

Inferring causation from time series in Earth system sciences

(2019) Jakob Runge et al.   Nature Communications

Memory Matters: A Case for Granger Causality in Climate Variability Studies

(2018) Marie C. McGraw et al.   JOURNAL OF CLIMATE

Covariate selection strategies for causal inference: Classification and comparison

(2018) Janine Witte et al.   BIOMETRICAL JOURNAL

Common solar wind drivers behind magnetic storm–magnetospheric substorm dependency

(2018) Jakob Runge et al.   Scientific Reports

Early prediction of extreme stratospheric polar vortex states based on causal precursors

(2017) Marlene Kretschmer et al.   GEOPHYSICAL RESEARCH LETTERS

On the role of ozone feedback in the ENSO amplitude response under global warming

(2017) Peer J. Nowack et al.   GEOPHYSICAL RESEARCH LETTERS

Using Causal Effect Networks to Analyze Different Arctic Drivers of Midlatitude Winter Circulation

(2016) Marlene Kretschmer et al.   JOURNAL OF CLIMATE

Detecting Causality by Combined Use of Multiple Methods: Climate and Brain Examples

(2016) Yoshito Hirata et al.   PLoS One

Granger Causality Analysis in Neuroscience and Neuroimaging

(2015) A. K. Seth et al.   JOURNAL OF NEUROSCIENCE

Granger causality for state-space models

(2015) Lionel Barnett et al.   PHYSICAL REVIEW E

Optimal model-free prediction from multivariate time series

(2015) Jakob Runge et al.   PHYSICAL REVIEW E

Quantifying information transfer and mediation along causal pathways in complex systems

(2015) Jakob Runge   PHYSICAL REVIEW E

Quantifying the causal strength of multivariate cardiovascular couplings with momentary information transfer

(2015) Jakob Runge et al.   PHYSIOLOGICAL MEASUREMENT

Causal Network Inference by Optimal Causation Entropy

(2015) Jie Sun et al.   SIAM JOURNAL ON APPLIED DYNAMICAL SYSTEMS

Identifying causal gateways and mediators in complex spatio-temporal systems

(2015) Jakob Runge et al.   Nature Communications

Quantification of causal couplings via dynamical effects: A unifying perspective

(2014) Dmitry A. Smirnov   PHYSICAL REVIEW E

Quantifying causal influences

(2013) Dominik Janzing et al.   ANNALS OF STATISTICS

Quantifying the Strength and Delay of Climatic Interactions: The Ambiguities of Cross Correlation and a Novel Measure Based on Graphical Models

(2013) Jakob Runge et al.   JOURNAL OF CLIMATE

Causal Discovery for Climate Research Using Graphical Models

(2012) Imme Ebert-Uphoff et al.   JOURNAL OF CLIMATE

Hemispheric and large-scale land-surface air temperature variations: An extensive revision and an update to 2010

(2012) P. D. Jones et al.   JOURNAL OF GEOPHYSICAL RESEARCH

Quantifying causal coupling strength: A lag-specific measure for multivariate time series related to transfer entropy

(2012) Jakob Runge et al.   PHYSICAL REVIEW E

Escaping the Curse of Dimensionality in Estimating Multivariate Transfer Entropy

(2012) Jakob Runge et al.   PHYSICAL REVIEW LETTERS

Detecting Causality in Complex Ecosystems

(2012) G. Sugihara et al.   SCIENCE

A contribution to attribution of recent global warming by out-of-sample Granger causality analysis

(2011) Alessandro Attanasio et al.   Atmospheric Science Letters

Momentary information transfer as a coupling measure of time series

(2011) Bernd Pompe et al.   PHYSICAL REVIEW E

Graphical modelling of multivariate time series

(2011) Michael Eichler   PROBABILITY THEORY AND RELATED FIELDS

Short-term couplings of the cardiovascular system in pregnant women suffering from pre-eclampsia

(2010) M. Riedl et al.   PHILOSOPHICAL TRANSACTIONS OF THE ROYAL SOCIETY A-MATHEMATICAL PHYSICAL AND ENGINEERING SCIENCES

Complex brain networks: graph theoretical analysis of structural and functional systems

(2009) Ed Bullmore et al.   NATURE REVIEWS NEUROSCIENCE

Single-Index Additive Vector Autoregressive Time Series Models

(2009) YEHUA LI et al.   SCANDINAVIAN JOURNAL OF STATISTICS

A class of Rényi information estimators for multidimensional densities

(2008) Nikolai Leonenko et al.   ANNALS OF STATISTICS

Inferring the directionality of coupling with conditional mutual information

(2008) Martin Vejmelka et al.   PHYSICAL REVIEW E