Scientific Publications - SDSC Data Science Research

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Bracher, J.; Wolffram, D.; Deuschel, J.; Görgen, K.; Ketterer, J.; Ullrich, A.; Abbott, S.; Barbarossa, M.; Bertsimas, D.; Bhatia, S.; et al. "Short-term forecasting of COVID-19 in Germany and Poland during the second wave – a preregistered study" Preprint 2020 View publication 

Preprint

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Roth, S. I.; Leiterer, R.; Volpi, M.; Celio, E.; Schaepman, M. E.; Joerg, P. C. "Automated detection of individual clove trees for yield quantification in northeastern Madagascar based on multi-spectral satellite data" Remote Sensing of Environment 221 144-156 2019 View publication 

Journal Article

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Sippel, S.; Meinshausen, N.; Merrifield, A.; Lehner, F.; Pendergrass, A. G.; Fischer, E.; Knutti, R. "Uncovering the Forced Climate Response from a Single Ensemble Member Using Statistical Learning" Journal of Climate 32 17 5677-5699 2019 View publication 

Journal Article

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Fluri, J.; Kacprzak, T.; Lucchi, A.; Refregier, A.; Amara, A.; Hofmann, T.; Schneider, A. "Cosmological constraints with deep learning from KiDS-450 weak lensing maps" Physical Review D 100 6 63514 2019 View publication 

Journal Article

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Landwehr, S.; Thomas, J.; Gorodetskaya, I.; Thurnherr, I.; Robinson, C.; Schmale, J. "Quality-checked meteorological data from the Southern Ocean collected during the Antarctic Circumnavigation Expedition from December 2016 to April 2017." Available at: https://zenodo.org/record/3379590 2019 View publication 

Dataset

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Martin, H.; Hong, Y.; Bucher, D.; Rupprecht, C.; Buffat, R. "Traffic4cast-Traffic Map Movie Forecasting -- Team MIE-Lab" Preprint 2019 View publication 

Preprint

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Székely, E.; Sippel, S.; Knutti, R.; Obozinski, G.; Meinshausen, N. "A direct approach to detection and attribution of climate change" Proceedings of the 9th International Conference on Climate Informatics 2019 View publication 

Conference Paper

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Hagestedt, I.; Zhang, Y.; Humbert, M.; Berrang, P.; Tang, H.; Wang, X.; Backes, M. "MBeacon: Privacy-Preserving Beacons for DNA Methylation Data" Proceedings 2019 Network and Distributed System Security Symposium 2019 View publication 

Conference Paper

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Salem, A.; Zhang, Y.; Humbert, M.; Berrang, P.; Fritz, M.; Backes, M. "ML-Leaks: Model and Data Independent Membership Inference Attacks and Defenses on Machine Learning Models" Proceedings 2019 Network and Distributed System Security Symposium 2019 View publication 

Conference Paper

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Salem, A.; Berrang, P.; Humbert, M.; Backes, M. "Privacy-Preserving Similar Patient Queries for Combined Biomedical Data" Proceedings on Privacy Enhancing Technologies 2019 1 47-67 2019 View publication 

Journal Article

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Kalofolias, V.; Perraudin, N. "Large Scale Graph Learning From Smooth Signals" International Conference on Learning Representations 2019 View publication 

Conference Paper

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Grnarova, P.; Levy, K. Y.; Lucchi, A.; Perraudin, N.; Goodfellow, I.; Hofmann, T.; Krause, A.; Wallach, H.; Larochelle, H.; Beygelzimer, A.; et al. "A Domain Agnostic Measure for Monitoring and Evaluating GANs" Advances in Neural Information Processing Systems 32 2019 View publication 

Conference Paper

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