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Publications 2019

Journals

Machine Learning in Drug Discovery

Community assessment to advance computational prediction of cancer drug combinations in a pharmacogenomic screen

Author(s):

AstraZeneca-Sanger Drug Combination DREAM Consortium (Sepp Hochreiter, Günter Klambauer, Kristina Preuer)

Published:

Nature Communications (2019) 10:2674 doi.org/10.1038/s41467-019-09799-2

Conferences

Detecting cutaneous basal cell carcinomas in ultra-high resolution and weakly labelled histopathological images

Author(s): Susanne Kimeswenger, Elisabeth Rumetshofer, Markus Hofmarcher, Philipp Tschandl, Harald Kittler, Sepp Hochreiter, Wolfram Hötzenecker, Günter Klambaue
Published:

Machine Learning for Health Workshop, Conference Neural Information Processing Systems Foundation (NeurIPS 2019), December 8-14, 2019, Vancouver, Canada
https://arxiv.org/abs/1911.06616

Human-level Protein Localization with Convolutional Neural Networks ICLR

Author(s): Elisabeth Rumetshofer, Markus Hofmarcher, Clemens Röhrl, Sepp Hochreiter, Günter Klambauer
Published: International Conference on Learning Representations (ICLR 2019), May 6-9, 2019, New Orleans, US

Towards the quantification of uncertainty for deep learning based rainfall-runoff models EGU

Author(s): Daniel Klotz, Frederik Kratzert, Mathew Herrnegger, Sepp Hochreiter, and Günter Klambauer
Published:

Poster at EGU General Assembly 2019, April 7-12, 2019, Vienna, Austria

Using large data sets towards generating a catchment aware hydrological model for global applications EGU
 

Author(s): Frederik Kratzert, Daniel Klotz, Mathew Herrnegger, Sepp Hochreiter, and Günter Klambauer
Published:

Poster at EGU General Assembly 2019, April 7-12, 2019, Vienna, Austria

Books/Book Chapters

Explaining and Interpreting LSTMs Explainable AI: Interpreting, Explaining and Visualizing Deep Learning

Author(s): Leila Arras, José Arjona-Medina, Michael Widrich, Grégoire Montavon, Michael Gillhofer, Klaus-Robert Müller, Sepp Hochreiter, Wojciech Samek  
Editor(s): Wojciech Samek, Grégoire Montavon, Andrea Vedaldi, Lars Kai Hansen, Klaus-Robert Müller
Published: Explainable AI: Interpreting, Explaining and Visualizing Deep Learning, 2019, Part III, pp. 211-238, doi: 10.1007/978-3-030-28954-6

Visual Scene Understanding for Autonomous Driving Using Semantic Segmentation Explainable AI: Interpreting, Explaining and Visualizing Deep Learning

Author(s): Markus Hofmarcher, Thomas Unterthiner, José Arjona-Medina, Günter Klambauer, Sepp Hochreiter, Bernhard Nessler
Editor(s): Wojciech Samek, Grégoire Montavon, Andrea Vedaldi, Lars Kai Hansen, Klaus-Robert Müller
Published: Explainable AI: Interpreting, Explaining and Visualizing Deep Learning, 2019, Part V, pp. 285-296, doi: 10.1007/978-3-030-28954-6

Interpretable Deep Learning in Drug Discovery Explainable AI: Interpreting, Explaining and Visualizing Deep Learning

Author(s): Kristina Preuer, Günter Klambauer, Friedrich Rippmann, Sepp Hochreiter, Thomas Unterthiner
Editor(s): Wojciech Samek, Grégoire Montavon, Andrea Vedaldi, Lars Kai Hansen, Klaus-Robert Müller
Published: Explainable AI: Interpreting, Explaining and Visualizing Deep Learning, 2019, Part V, pp. 331-345, doi: 10.1007/978-3-030-28954-6

NeuralHydrology – Interpreting LSTMs in Hydrology Explainable AI: Interpreting, Explaining and Visualizing Deep Learning

Author(s): Frederik Kratzert, Mathew Herrnegger, Daniel Klotz, Sepp Hochreiter, Günter Klambauer
Editor(s): Wojciech Samek, Grégoire Montavon, Andrea Vedaldi, Lars Kai Hansen, Klaus-Robert Müller
Published: Explainable AI: Interpreting, Explaining and Visualizing Deep Learning, 2019, Part V, pp. 347-362, doi: 10.1007/978-3-030-28954-6