Informed Machine Learning - A Taxonomy and Survey of Integrating Prior Knowledge into Learning Systems
von Rueden, Laura, Mayer, Sebastian, Beckh, Katharina, Georgiev, Bogdan, Giesselbach, Sven, Heese, Raoul, Kirsch, Birgit, Pfrommer, Julius, Pick, Annika, Ramamurthy, Rajkumar, Walczak, Michal, Garcke, Jochen, Bauckhage, Christian, Schuecker, Jannis
Published in IEEE transactions on knowledge and data engineering (01.01.2023)
Published in IEEE transactions on knowledge and data engineering (01.01.2023)
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Journal Article
How Does Knowledge Injection Help in Informed Machine Learning?
von Rueden, Laura, Garcke, Jochen, Bauckhage, Christian
Published in 2023 International Joint Conference on Neural Networks (IJCNN) (18.06.2023)
Published in 2023 International Joint Conference on Neural Networks (IJCNN) (18.06.2023)
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Conference Proceeding
Harnessing Prior Knowledge for Explainable Machine Learning: An Overview
Beckh, Katharina, Muller, Sebastian, Jakobs, Matthias, Toborek, Vanessa, Tan, Hanxiao, Fischer, Raphael, Welke, Pascal, Houben, Sebastian, von Rueden, Laura
Published in 2023 IEEE Conference on Secure and Trustworthy Machine Learning (SaTML) (01.02.2023)
Published in 2023 IEEE Conference on Secure and Trustworthy Machine Learning (SaTML) (01.02.2023)
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Conference Proceeding
Informed Machine Learning -- A Taxonomy and Survey of Integrating Knowledge into Learning Systems
Laura von Rueden, Mayer, Sebastian, Beckh, Katharina, Georgiev, Bogdan, Giesselbach, Sven, Heese, Raoul, Kirsch, Birgit, Pfrommer, Julius, Pick, Annika, Ramamurthy, Rajkumar, Walczak, Michal, Garcke, Jochen, Bauckhage, Christian, Schuecker, Jannis
Published in arXiv.org (28.05.2021)
Published in arXiv.org (28.05.2021)
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Paper
Journal Article
Magnostics: Image-Based Search of Interesting Matrix Views for Guided Network Exploration
Behrisch, Michael, Bach, Benjamin, Hund, Michael, Delz, Michael, Von Ruden, Laura, Fekete, Jean-Daniel, Schreck, Tobias
Published in IEEE transactions on visualization and computer graphics (01.01.2017)
Published in IEEE transactions on visualization and computer graphics (01.01.2017)
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Journal Article
Street-Map Based Validation of Semantic Segmentation in Autonomous Driving
von Rueden, Laura, Wirtz, Tim, Hueger, Fabian, Schneider, Jan David, Piatkowski, Nico, Bauckhage, Christian
Published in 2020 25th International Conference on Pattern Recognition (ICPR) (10.01.2021)
Published in 2020 25th International Conference on Pattern Recognition (ICPR) (10.01.2021)
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Conference Proceeding
Informed Pre-Training on Prior Knowledge
von Rueden, Laura, Houben, Sebastian, Cvejoski, Kostadin, Bauckhage, Christian, Piatkowski, Nico
Year of Publication 23.05.2022
Year of Publication 23.05.2022
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Journal Article
Evolutionary Hierarchical Harvest Schedule Optimization for Food Waste Prevention
Günder, Maurice, Piatkowski, Nico, von Rueden, Laura, Sifa, Rafet, Bauckhage, Christian
Year of Publication 20.12.2021
Year of Publication 20.12.2021
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Journal Article
Street-Map Based Validation of Semantic Segmentation in Autonomous Driving
von Rueden, Laura, Wirtz, Tim, Hueger, Fabian, Schneider, Jan David, Piatkowski, Nico, Bauckhage, Christian
Year of Publication 15.04.2021
Year of Publication 15.04.2021
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Journal Article
Towards Map-Based Validation of Semantic Segmentation Masks
von Rueden, Laura, Wirtz, Tim, Hueger, Fabian, Schneider, Jan David, Bauckhage, Christian
Year of Publication 03.11.2020
Year of Publication 03.11.2020
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Journal Article
Explainable Machine Learning with Prior Knowledge: An Overview
Beckh, Katharina, Müller, Sebastian, Jakobs, Matthias, Toborek, Vanessa, Tan, Hanxiao, Fischer, Raphael, Welke, Pascal, Houben, Sebastian, von Rueden, Laura
Year of Publication 21.05.2021
Year of Publication 21.05.2021
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Journal Article
Informed Pre-Training on Prior Knowledge
Laura von Rueden, Houben, Sebastian, Cvejoski, Kostadin, Bauckhage, Christian, Piatkowski, Nico
Published in arXiv.org (23.05.2022)
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Published in arXiv.org (23.05.2022)
Paper
Knowledge Augmented Machine Learning with Applications in Autonomous Driving: A Survey
Wörmann, Julian, Bogdoll, Daniel, Brunner, Christian, Bührle, Etienne, Chen, Han, Chuo, Evaristus Fuh, Cvejoski, Kostadin, van Elst, Ludger, Gottschall, Philip, Griesche, Stefan, Hellert, Christian, Hesels, Christian, Houben, Sebastian, Joseph, Tim, Keil, Niklas, Kelsch, Johann, Keser, Mert, Königshof, Hendrik, Kraft, Erwin, Kreuser, Leonie, Krone, Kevin, Latka, Tobias, Mattern, Denny, Matthes, Stefan, Motzkus, Franz, Munir, Mohsin, Nekolla, Moritz, Paschke, Adrian, von Pilchau, Stefan Pilar, Pintz, Maximilian Alexander, Qiu, Tianming, Qureishi, Faraz, Rizvi, Syed Tahseen Raza, Reichardt, Jörg, von Rueden, Laura, Sagel, Alexander, Sasdelli, Diogo, Scholl, Tobias, Schunk, Gerhard, Schwalbe, Gesina, Shen, Hao, Shoeb, Youssef, Stapelbroek, Hendrik, Stehr, Vera, Srinivas, Gurucharan, Tran, Anh Tuan, Vivekanandan, Abhishek, Wang, Ya, Wasserrab, Florian, Werner, Tino, Wirth, Christian, Zwicklbauer, Stefan
Year of Publication 10.05.2022
Year of Publication 10.05.2022
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Journal Article
Towards Map-Based Validation of Semantic Segmentation Masks
Laura von Rueden, Wirtz, Tim, Hueger, Fabian, Schneider, Jan David, Bauckhage, Christian
Published in arXiv.org (26.11.2020)
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Published in arXiv.org (26.11.2020)
Paper
Knowledge Augmented Machine Learning with Applications in Autonomous Driving: A Survey
Wörmann, Julian, Bogdoll, Daniel, Brunner, Christian, Bührle, Etienne, Chen, Han, Evaristus Fuh Chuo, Cvejoski, Kostadin, Ludger van Elst, Gottschall, Philip, Griesche, Stefan, Hellert, Christian, Hesels, Christian, Houben, Sebastian, Joseph, Tim, Keil, Niklas, Kelsch, Johann, Keser, Mert, Königshof, Hendrik, Kraft, Erwin, Kreuser, Leonie, Krone, Kevin, Latka, Tobias, Mattern, Denny, Matthes, Stefan, Motzkus, Franz, Mohsin Munir, Nekolla, Moritz, Paschke, Adrian, von Pilchau, Stefan Pilar, Pintz, Maximilian Alexander, Qiu, Tianming, Qureishi, Faraz, Syed Tahseen Raza Rizvi, Reichardt, Jörg, Laura von Rueden, Sagel, Alexander, Sasdelli, Diogo, Scholl, Tobias, Schunk, Gerhard, Schwalbe, Gesina, Shen, Hao, Shoeb, Youssef, Stapelbroek, Hendrik, Stehr, Vera, Gurucharan Srinivas, Anh Tuan Tran, Vivekanandan, Abhishek, Wang, Ya, Wasserrab, Florian, Werner, Tino, Wirth, Christian, Zwicklbauer, Stefan
Published in arXiv.org (20.11.2023)
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Published in arXiv.org (20.11.2023)
Paper