Publications

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Karger, D. N.; Lange, S.; Hari, C.; Reyer, C. P. O.; Conrad, O.; Zimmermann, N. E.; Frieler, K. "CHELSA-W5E5: daily 1 km meteorological forcing data for climate impact studies" Earth System Science Data 15 2445-2464 2023 View publication
Journal Article
Karger, D. N.; Nobis, M. P.; Norman, S.; Graham, C. H.; Zimmermann, N. E. "CHELSA-TraCE21k - high-resolution (1 km) downscaled transient temperature and precipitation data since the Last Glacial Maximum" Climate of the Past 19 439-456 2023 View publication
Journal Article
Schür, C.; Gasser, L.; Perez Cruz, F.; Schirmer, K.; Baity-Jesi, M. "A benchmark dataset for machine learning in ecotoxicology" Scientific Data 10 2023 View publication
Journal Article
Paitz, P.; Chmiel, M.; Husmann, L.; Volpi, M.; Kamper, F.; Walter, F. "Towards an unsupervised generic seismic detector for hazardous mass-movements: a data-driven approach" EGU General Assembly Conference Abstracts 2023 View publication
Conference Paper
Paitz, P.; Chmiel, M.; Husmann, L.; Volpi, M.; Kamper, F.; Walter, F. "Generic seismic mass-movement detection leveraging unsupervised statistical learning methods" Machine Learning in Geo-, Ocean and Space Sciences. IUGG General Assembly IUGG23-0742 2023 View publication
Conference Paper
Pérez-Guillén, C.; Seupel, C.; Simeon, A.; Volpi, M.; van Herwijnen, A. "Automated discrimination of seismo-acoustic avalanche signals" EGU General Assembly Conference Abstracts EGU23-12211 2023 View publication
Conference Paper
Harris, E.; Gasser, L.; Volpi, M.; Perez-Cruz, F.; Bjelić, S.; Obozinski, G. "Harnessing data science to improve molecular structure elucidation from tandem mass spectrometry" Structural Chemistry 34 5 1935-1950 2023 View publication
Journal Article
Ozdemir, F.; Lafci, B.; Dean-Ben, X. L.; Razansky, D.; Perez-Cruz, F. "OADAT: Experimental and Synthetic Clinical Optoacoustic Data for Standardized Image Processing" Transactions on Machine Learning Research 2023 View publication
Journal Article
Tagasovska, N.; Ozdemir, F.; Brando, A.; Ruiz, F.; Dy, J.; van de Meent, J. "Retrospective Uncertainties for Deep Models using Vine Copulas" Proceedings of The 26th International Conference on Artificial Intelligence and Statistics 206 7528–7539 2023 View publication
Conference Paper
Bertoli, G.; Schemm, S.; Ozdemir, F.; Perez Cruz, F.; Szekely, E. "Building a physics-constrained, fast and stable machine learning-based radiation emulator" EGU General Assembly Conference Abstracts 2023 View publication
Conference Paper
Bertoli, G.; Ozdemir, F.; Schemm, S.; Perez-Cruz, F. "Revisiting Machine Learning Approaches for Short- and Longwave Radiation Inference in Weather and Climate Models, Part I: Offline Performance" Preprint 2023 View publication
Preprint
Egger, P.; Jones, C. "Co-Exportation of Products by Multi-Product Firms" Preprint 2023 View publication
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