List of works - Jakob Runge

A Data-Driven Approach to Partitioning Net Ecosystem Exchange Using a Deep State Space Model

scientific article published in 2021

A causal approach to disentangle fast and slow stratocumulus adjustments to aerosol perturbations

scientific article published on 15 May 2023

A perspective on Gaussian processes for Earth observation

A spatiotemporal stochastic climate model for benchmarking causal discovery methods for teleconnections

scientific article published in 2022

Causal Discovery as a novel approach for CMIP6 climate model evaluation

scientific article published on 23 March 2020

Causal Discovery for Climate Time Series in the Presence of Unobserved Variables

scientific article published on 23 March 2020

Causal Discovery in Ensembles of Climate Time Series

scientific article published on 28 March 2022

Causal Orthogonal Functions: A Causal Inference approach to temporal feature extraction

scientific article published on 28 March 2022

Causal evaluation of Arctic-midlatitude processes in CMIP6 model simulations

scientific article published on 26 March 2022

Causal inference for time series

scientific article published on 27 June 2023

Causal model evaluation of Arctic-midlatitude process during the boreal cold season in CMIP

scientific article published on 15 May 2023

Causal model evaluation of Arctic-midlatitude teleconnections in CMIP6

scientific article published on 9 October 2022

Causal network reconstruction from time series: From theoretical assumptions to practical estimation

scientific article published on 01 July 2018

Causal networks for climate model evaluation and constrained projections

scientific article published on 16 March 2020

Causal networks of biosphere–atmosphere interactions

scientific article published on 13 August 2019

Changing effects of external forcing on Atlantic-Pacific interactions

scientific article published on 4 October 2023

Climate-Invariant, Causally Consistent Neural Networks as Robust Emulators of Subgrid Processes across Climates

scientific article published on 26 March 2022

Common solar wind drivers behind magnetic storm-magnetospheric substorm dependency

scientific article published in Scientific Reports

Comparing Causal Discovery Methods using Synthetic and Real Data

scientific article published on 23 March 2020

Conditional Adversarial Debiasing: Towards Learning Unbiased Classifiers from Biased Data

scientific article published in 2021

Decoupling between ecosystem photosynthesis and transpiration: a last resort against overheating

scientific article published on 24 February 2022

Detecting and quantifying causal associations in large nonlinear time series datasets

scientific article published on 27 November 2019

Determining the Relevance of Features for Deep Neural Networks

scientific article published in 2020

Developing a new emergent constraint through network analysis

scientific article published on 28 March 2022

Disentangling different types of El Niño episodes by evolving climate network analysis

scientific article

Dominant patterns of interaction between the tropics and mid-latitudes in boreal summer: Causal relationships and the role of time-scales

scientific article published on 23 April 2020

Dominant patterns of interaction between the tropics and mid-latitudes in boreal summer: causal relationships and the role of timescales

scientific article published on 15 October 2020

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

scholarly article

EarthNet2021: A large-scale dataset and challenge for Earth surface forecasting as a guided video prediction task

Escaping the curse of dimensionality in estimating multivariate transfer entropy

scientific article published on 21 June 2012

Estimating causal networks in biosphere–atmosphere interaction with the PCMCI approach

scientific article published in 2020

Functional convergence of biosphere–atmosphere interactions in response to meteorological conditions

scientific article published on 16 April 2021

Functional convergence of biosphere–atmosphere interactions in response to meteorology

scientific article published on 21 October 2020

High-recall causal discovery for autocorrelated time series with latent confounders ⬇️

scientific article published in November 2020

Identifying causal gateways and mediators in complex spatio-temporal systems

scientific article

Inferring causation from time series in Earth system sciences ⬇️

scientific article published on 14 June 2019

Introduction to Focus Issue: Causation inference and information flow in dynamical systems: Theory and applications

scientific article published on 01 July 2018

Modern causal inference approaches to investigate biodiversity-ecosystem functioning relationships

scientific article published on 6 April 2023

Momentary information transfer as a coupling measure of time series

scientific article published on 19 May 2011

Network-based forecasting of climate phenomena

scientific article published in 2021

Nonlinear Causal Link Estimation Under Hidden Confounding with an Application to Time Series Anomaly Detection

scientific article published in 2019

Nonuniformity for rotated beam illumination in directly driven heavy-ion fusion

scientific article published in March 2009

Optimal model-free prediction from multivariate time series ⬇️

scientific article published on 13 May 2015

Publisher Correction: Causal inference for time series

scientific article published on 18 July 2023

Publisher's Note: Disentangling different types of El Niño episodes by evolving climate network analysis [Phys. Rev. E88, 052807 (2013)]

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

scientific article published on 17 December 2012

Quantifying information transfer and mediation along causal pathways in complex systems ⬇️

scientific article published on 28 December 2015

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

scientific article published on 15 January 2014

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

scientific article published on 23 March 2015

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

scientific article published in May 2014

Recent progress and new methods for detecting causal relations in large nonlinear time series datasets

scientific article published on 23 March 2020

Reconstructing regime-dependent causal relationships from observational time series

scientific article published on 01 November 2020

Regime-oriented causal model evaluation of Atlantic-Pacific teleconnections in CMIP

scientific article published on 15 May 2023

Regime-oriented causal model evaluation of Atlantic-Pacific teleconnections in CMIP6

scientific article published on 4 October 2022

Regime-oriented causal model evaluation of Atlantic–Pacific teleconnections in CMIP6

scientific article published on 21 March 2023

Reliability of Inference of Directed Climate Networks Using Conditional Mutual Information

scientific article published on 24 May 2013

Selecting robust features for machine-learning applications using multidata causal discovery

scientific article published in 2023

Spatiotemporal model for benchmarking causal discovery algorithms

scientific article published on 23 March 2020

Statistical Mechanics and Information-Theoretic Perspectives on Complexity in the Earth System

Supplementary material to "Changing effects of external forcing on Atlantic-Pacific interactions"

scientific article published on 4 October 2023

Supplementary material to "Dominant patterns of interaction between the tropics and mid-latitudes in boreal summer: Causal relationships and the role of time-scales"

scientific article published on 23 April 2020

The different stratospheric influence on cold-extremes in Eurasia and North America

scientific article published on 22 November 2018

The key role of causal discovery to improve data-driven parameterizations in climate models

scientific article published on 15 May 2023

The role of the North Atlantic overturning and deep ocean for multi-decadal global-mean-temperature variability

article by C. F. Schleussner et al published 20 February 2014 in Earth System Dynamics ESD

The role of the North Atlantic overturning and deep-ocean for multi-decadal global-mean-temperature variability

scientific article published on 6 September 2013

Unified functional network and nonlinear time series analysis for complex systems science: The pyunicorn package ⬇️

scientific article published in November 2015

Using Causal Discovery to Clarify Observed and Simulated Relationships Between ENSO and Other Ocean Basins

scientific article published on 15 May 2023

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

article

Using causal inference to investigate anthropogenic aerosol impacts on the diurnal temperature range

scientific article published on 15 May 2023

List of works by Jakob Runge

A Data-Driven Approach to Partitioning Net Ecosystem Exchange Using a Deep State Space Model

A causal approach to disentangle fast and slow stratocumulus adjustments to aerosol perturbations

A perspective on Gaussian processes for Earth observation

A spatiotemporal stochastic climate model for benchmarking causal discovery methods for teleconnections

Causal Discovery as a novel approach for CMIP6 climate model evaluation

Causal Discovery for Climate Time Series in the Presence of Unobserved Variables

Causal Discovery in Ensembles of Climate Time Series

Causal Orthogonal Functions: A Causal Inference approach to temporal feature extraction

Causal evaluation of Arctic-midlatitude processes in CMIP6 model simulations

Causal inference for time series

Causal inference for time series

Causal model evaluation of Arctic-midlatitude process during the boreal cold season in CMIP

Causal model evaluation of Arctic-midlatitude teleconnections in CMIP6

Causal network reconstruction from time series: From theoretical assumptions to practical estimation

Causal networks for climate model evaluation and constrained projections

Causal networks of biosphere–atmosphere interactions

Changing effects of external forcing on Atlantic-Pacific interactions

Climate-Invariant, Causally Consistent Neural Networks as Robust Emulators of Subgrid Processes across Climates

Common solar wind drivers behind magnetic storm-magnetospheric substorm dependency

Comparing Causal Discovery Methods using Synthetic and Real Data

Conditional Adversarial Debiasing: Towards Learning Unbiased Classifiers from Biased Data

Decoupling between ecosystem photosynthesis and transpiration: a last resort against overheating

Detecting and quantifying causal associations in large nonlinear time series datasets

Determining the Relevance of Features for Deep Neural Networks

Developing a new emergent constraint through network analysis

Disentangling different types of El Niño episodes by evolving climate network analysis

Dominant patterns of interaction between the tropics and mid-latitudes in boreal summer: Causal relationships and the role of time-scales

Dominant patterns of interaction between the tropics and mid-latitudes in boreal summer: causal relationships and the role of timescales

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

EarthNet2021: A large-scale dataset and challenge for Earth surface forecasting as a guided video prediction task

Escaping the curse of dimensionality in estimating multivariate transfer entropy

Estimating causal networks in biosphere–atmosphere interaction with the PCMCI approach

Functional convergence of biosphere–atmosphere interactions in response to meteorological conditions

Functional convergence of biosphere–atmosphere interactions in response to meteorology

High-recall causal discovery for autocorrelated time series with latent confounders ⬇️

Identifying causal gateways and mediators in complex spatio-temporal systems

Inferring causation from time series in Earth system sciences ⬇️

Introduction to Focus Issue: Causation inference and information flow in dynamical systems: Theory and applications

Modern causal inference approaches to investigate biodiversity-ecosystem functioning relationships

Momentary information transfer as a coupling measure of time series

Network-based forecasting of climate phenomena

Nonlinear Causal Link Estimation Under Hidden Confounding with an Application to Time Series Anomaly Detection

Nonuniformity for rotated beam illumination in directly driven heavy-ion fusion

Optimal model-free prediction from multivariate time series ⬇️

Publisher Correction: Causal inference for time series

Publisher's Note: Disentangling different types of El Niño episodes by evolving climate network analysis [Phys. Rev. E88, 052807 (2013)]

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

Quantifying information transfer and mediation along causal pathways in complex systems ⬇️

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

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

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

Recent progress and new methods for detecting causal relations in large nonlinear time series datasets

Reconstructing regime-dependent causal relationships from observational time series

Regime-oriented causal model evaluation of Atlantic-Pacific teleconnections in CMIP

Regime-oriented causal model evaluation of Atlantic-Pacific teleconnections in CMIP6

Regime-oriented causal model evaluation of Atlantic–Pacific teleconnections in CMIP6

Reliability of Inference of Directed Climate Networks Using Conditional Mutual Information

Selecting robust features for machine-learning applications using multidata causal discovery

Spatiotemporal model for benchmarking causal discovery algorithms

Statistical Mechanics and Information-Theoretic Perspectives on Complexity in the Earth System

Supplementary material to "Changing effects of external forcing on Atlantic-Pacific interactions"

Supplementary material to "Dominant patterns of interaction between the tropics and mid-latitudes in boreal summer: Causal relationships and the role of time-scales"

The different stratospheric influence on cold-extremes in Eurasia and North America

The key role of causal discovery to improve data-driven parameterizations in climate models

The role of the North Atlantic overturning and deep ocean for multi-decadal global-mean-temperature variability

The role of the North Atlantic overturning and deep-ocean for multi-decadal global-mean-temperature variability

Unified functional network and nonlinear time series analysis for complex systems science: The pyunicorn package ⬇️

Using Causal Discovery to Clarify Observed and Simulated Relationships Between ENSO and Other Ocean Basins

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

Using causal inference to investigate anthropogenic aerosol impacts on the diurnal temperature range