Lista de obras - Jakob Runge - Dominio Público Uruguay

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

artículo científico publicado en 2021

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

artículo científico publicado en 2023

A perspective on Gaussian processes for Earth observation

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

artículo científico publicado en 2022

Causal Discovery as a novel approach for CMIP6 climate model evaluation

artículo científico publicado en 2020

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

artículo científico publicado en 2020

Causal Discovery in Ensembles of Climate Time Series

artículo científico publicado en 2022

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

artículo científico publicado en 2022

Causal evaluation of Arctic-midlatitude processes in CMIP6 model simulations

artículo científico publicado en 2022

Causal inference for time series

artículo científico publicado en 2023

Causal inference for time series

artículo científico publicado en 2023

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

artículo científico publicado en 2023

Causal model evaluation of Arctic-midlatitude teleconnections in CMIP6

artículo científico publicado en 2022

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

artículo científico publicado en 2018

Causal networks for climate model evaluation and constrained projections

artículo científico publicado en 2020

Causal networks of biosphere–atmosphere interactions

artículo científico publicado en 2019

Changing effects of external forcing on Atlantic-Pacific interactions

artículo científico publicado en 2023

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

artículo científico publicado en 2022

Common solar wind drivers behind magnetic storm-magnetospheric substorm dependency

artículo científico publicado en 2018

Comparing Causal Discovery Methods using Synthetic and Real Data

artículo científico publicado en 2020

Conditional Adversarial Debiasing: Towards Learning Unbiased Classifiers from Biased Data

artículo científico publicado en 2021

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

artículo científico publicado en 2022

Detecting and quantifying causal associations in large nonlinear time series datasets

artículo científico publicado en 2019

Determining the Relevance of Features for Deep Neural Networks

artículo científico publicado en 2020

Developing a new emergent constraint through network analysis

artículo científico publicado en 2022

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

artículo científico publicado en 2013

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

artículo científico publicado en 2020

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

artículo científico publicado en 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

artículo científico publicado en 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

artículo científico publicado en 2021

Functional convergence of biosphere–atmosphere interactions in response to meteorology

artículo científico publicado en 2020

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

artículo científico publicado en 2020

Identifying causal gateways and mediators in complex spatio-temporal systems

artículo científico publicado en 2015

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

artículo científico publicado en 2018

Modern causal inference approaches to investigate biodiversity-ecosystem functioning relationships

artículo científico publicado en 2023

Momentary information transfer as a coupling measure of time series

artículo científico publicado en 2011

Network-based forecasting of climate phenomena

artículo científico publicado en 2021

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

artículo científico publicado en 2019

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

artículo científico publicado en 2009

Optimal model-free prediction from multivariate time series ⬇️

artículo científico publicado en 2015

Publisher Correction: Causal inference for time series

artículo científico publicado en 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

artículo científico publicado en 2012

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

artículo científico publicado en 2015

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

artículo científico publicado en 2014

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

artículo científico publicado en 2015

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

artículo científico publicado en 2014

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

artículo científico publicado en 2020

Reconstructing regime-dependent causal relationships from observational time series

artículo científico publicado en 2020

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

artículo científico publicado en 2023

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

artículo científico publicado en 2022

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

artículo científico publicado en 2023

Reliability of Inference of Directed Climate Networks Using Conditional Mutual Information

artículo científico publicado en 2013

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

artículo científico publicado en 2023

Spatiotemporal model for benchmarking causal discovery algorithms

artículo científico publicado en 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"

artículo científico publicado en 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"

artículo científico publicado en 2020

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

artículo científico publicado en 2018

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

artículo científico publicado en 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

artículo científico publicado en 2013

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

artículo científico publicado en 2015

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

artículo científico publicado en 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

artículo científico publicado en 2023

Lista de obras de 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