Jakob Zscheischler

15 papers A 2C 1Misc 2Journal 10
YearRankTypeTitle / Venue / Authors
2025 J jnl
Numerical models outperform AI weather forecasts of record-breaking extremes.
CoRR
Zhongwei Zhang, Erich Fischer, Jakob Zscheischler, Sebastian Engelke
2025 J jnl
Regularization of ML models for Earth systems by using longer model timesteps.
CoRR
Raghul Parthipan, Mohit Anand, Hannah M. Christensen, Frederic Vitart, Damon J. Wischik, Jakob Zscheischler
2024 J jnl
Causal machine learning for sustainable agroecosystems.
CoRR
Vasileios Sitokonstantinou, Emiliano Díaz Salas Porras, Jordi Cerdà-Bautista, Maria Piles, Ioannis Athanasiadis, Hannah Kerner, Giulia Martini, Lily-belle Sweet, Ilias Tsoumas, Jakob Zscheischler, Gustau Camps-Valls
2024 J jnl
Validating Deep-Learning Weather Forecast Models on Recent High-Impact Extreme Events.
CoRR
Olivier C. Pasche, Jonathan Wider, Zhongwei Zhang, Jakob Zscheischler, Sebastian Engelke
2016 J jnl
Distinguishing Cause from Effect Using Observational Data: Methods and Benchmarks.
J. Mach. Learn. Res.
Joris M. Mooij, Jonas Peters, Dominik Janzing, Jakob Zscheischler, Bernhard Schölkopf
2015 C conf
Ranking drivers of global carbon and energy fluxes over land.
IGARSS
Gustau Camps-Valls, Martin Jung, Kazuhito Ichii, Dario Papale, Gianluca Tramontana, Paul Bodesheim, Christopher R. Schwalm, Jakob Zscheischler, Miguel D. Mahecha, Markus Reichstein
2014 J jnl
Distinguishing cause from effect using observational data: methods and benchmarks.
CoRR
Joris M. Mooij, Jonas Peters, Dominik Janzing, Jakob Zscheischler, Bernhard Schölkopf
2013 Misc conf
A Guided Hybrid Genetic Algorithm for Feature Selection with Expensive Cost Functions.
ICCS
Martin Jung, Jakob Zscheischler
2013 J jnl
Detection and attribution of large spatiotemporal extreme events in Earth observation data.
Ecol. Informatics
Jakob Zscheischler, Miguel D. Mahecha, Stefan Harmeling, Markus Reichstein
2012 Misc conf
Climate Classifications: the Value of Unsupervised Clustering.
ICCS
Jakob Zscheischler, Miguel D. Mahecha, Stefan Harmeling
2012 J jnl
Inferring deterministic causal relations
CoRR
Povilas Daniusis, Dominik Janzing, Joris M. Mooij, Jakob Zscheischler, Bastian Steudel, Kun Zhang, Bernhard Schölkopf
2012 J jnl
Information-geometric approach to inferring causal directions.
Artif. Intell.
Dominik Janzing, Joris M. Mooij, Kun Zhang, Jan Lemeire, Jakob Zscheischler, Povilas Daniusis, Bastian Steudel, Bernhard Schölkopf
2012 J jnl
Testing whether linear equations are causal: A free probability theory approach
CoRR
Jakob Zscheischler, Dominik Janzing, Kun Zhang
2011 A conf
Testing whether linear equations are causal: A free probability theory approach.
UAI
Jakob Zscheischler, Dominik Janzing, Kun Zhang
2010 A conf
Inferring deterministic causal relations.
UAI
Povilas Daniusis, Dominik Janzing, Joris M. Mooij, Jakob Zscheischler, Bastian Steudel, Kun Zhang, Bernhard Schölkopf