"What is relevant in a text document?": An interpretable machine learning approach
Arras, Leila, Horn, Franziska, Montavon, Grégoire, Müller, Klaus-Robert, Samek, Wojciech
Published in PloS one (11.08.2017)
Published in PloS one (11.08.2017)
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Journal Article
Explainable sequence-to-sequence GRU neural network for pollution forecasting
Mirzavand Borujeni, Sara, Arras, Leila, Srinivasan, Vignesh, Samek, Wojciech
Published in Scientific reports (19.06.2023)
Published in Scientific reports (19.06.2023)
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Journal Article
Explaining and Interpreting LSTMs
Arras, Leila, Arjona-Medina, José, Widrich, Michael, Montavon, Grégoire, Gillhofer, Michael, Müller, Klaus-Robert, Hochreiter, Sepp, Samek, Wojciech
Published in Explainable AI: Interpreting, Explaining and Visualizing Deep Learning (2019)
Published in Explainable AI: Interpreting, Explaining and Visualizing Deep Learning (2019)
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Book Chapter
Causes of Outcome Learning: a causal inference-inspired machine learning approach to disentangling common combinations of potential causes of a health outcome
Rieckmann, Andreas, Dworzynski, Piotr, Arras, Leila, Lapuschkin, Sebastian, Samek, Wojciech, Arah, Onyebuchi Aniweta, Rod, Naja Hulvej, Ekstrøm, Claus Thorn
Published in International journal of epidemiology (13.10.2022)
Published in International journal of epidemiology (13.10.2022)
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Journal Article
Ground Truth Evaluation of Neural Network Explanations with CLEVR-XAI
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Paper
Journal Article
Explainability in GeoAI
Cheng, Ximeng, Vischer, Marc, Schellin, Zachary, Arras, Leila, Kuglitsch, Monique M., Samek, Wojciech, Ma, Jackie
Published in Handbook of Geospatial Artificial Intelligence (2024)
Published in Handbook of Geospatial Artificial Intelligence (2024)
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Book Chapter
Explaining Recurrent Neural Network Predictions in Sentiment Analysis
Arras, Leila, Montavon, Grégoire, Müller, Klaus-Robert, Samek, Wojciech
Year of Publication 22.06.2017
Year of Publication 22.06.2017
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Journal Article
Explaining and Interpreting LSTMs
Arras, Leila, Arjona-Medina, Jose A, Widrich, Michael, Montavon, Grégoire, Gillhofer, Michael, Klaus-Robert Müller, Hochreiter, Sepp, Samek, Wojciech
Published in arXiv.org (25.09.2019)
Published in arXiv.org (25.09.2019)
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Paper
Journal Article
Discovering topics in text datasets by visualizing relevant words
Horn, Franziska, Arras, Leila, Montavon, Grégoire, Müller, Klaus-Robert, Samek, Wojciech
Year of Publication 18.07.2017
Year of Publication 18.07.2017
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Journal Article
Exploring text datasets by visualizing relevant words
Horn, Franziska, Arras, Leila, Montavon, Grégoire, Müller, Klaus-Robert, Samek, Wojciech
Year of Publication 17.07.2017
Year of Publication 17.07.2017
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Journal Article
Evaluating Recurrent Neural Network Explanations
Arras, Leila, Osman, Ahmed, Klaus-Robert Müller, Samek, Wojciech
Published in arXiv.org (04.06.2019)
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Published in arXiv.org (04.06.2019)
Paper
"What is Relevant in a Text Document?": An Interpretable Machine Learning Approach
Arras, Leila, Horn, Franziska, Montavon, Grégoire, Klaus-Robert Müller, Samek, Wojciech
Published in arXiv.org (23.12.2016)
Published in arXiv.org (23.12.2016)
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Paper
Journal Article
Explaining Predictions of Non-Linear Classifiers in NLP
Arras, Leila, Horn, Franziska, Montavon, Grégoire, Müller, Klaus-Robert, Samek, Wojciech
Year of Publication 23.06.2016
Year of Publication 23.06.2016
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Journal Article
Explaining Recurrent Neural Network Predictions in Sentiment Analysis
Arras, Leila, Montavon, Grégoire, Klaus-Robert Müller, Samek, Wojciech
Published in arXiv.org (04.08.2017)
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Published in arXiv.org (04.08.2017)
Paper
Discovering topics in text datasets by visualizing relevant words
Horn, Franziska, Arras, Leila, Montavon, Grégoire, Klaus-Robert Müller, Samek, Wojciech
Published in arXiv.org (18.07.2017)
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Published in arXiv.org (18.07.2017)
Paper
Exploring text datasets by visualizing relevant words
Horn, Franziska, Arras, Leila, Montavon, Grégoire, Klaus-Robert Müller, Samek, Wojciech
Published in arXiv.org (17.07.2017)
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Published in arXiv.org (17.07.2017)
Paper
Explaining Predictions of Non-Linear Classifiers in NLP
Arras, Leila, Horn, Franziska, Montavon, Grégoire, Klaus-Robert Müller, Samek, Wojciech
Published in arXiv.org (23.06.2016)
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Published in arXiv.org (23.06.2016)
Paper