Fraunhofer-Gesellschaft

Publica

Hier finden Sie wissenschaftliche Publikationen aus den Fraunhofer-Instituten.
2021Anonymization of German financial documents using neural network-based language models with contextual word representations
Biesner, David; Ramamurthy, Rajkumar; Stenzel, Robin; Lübbering, Max; Hillebrand, Lars Patrick; Ladi, Anna; Pielka, Maren; Loitz, Rüdiger; Bauckhage, Christian; Sifa, Rafet
Zeitschriftenaufsatz
2021Decoupling Autoencoders for Robust One-vs-Rest Classification
Lübbering, Max; Gebauer, Michael; Ramamurthy, Rajkumar; Bauckhage, Christian; Sifa, Rafet
Konferenzbeitrag
2021Informed Machine Learning - A Taxonomy and Survey of Integrating Prior Knowledge into Learning Systems
Rueden, Laura von; Mayer, Sebastian; Beckh, Katharina; Georgiev, Bogdan; Giesselbach, Sven; Heese, Raoul; Kirsch, Birgit; Walczak, Michal; Pfrommer, Julius; Pick, Annika; Ramamurthy, Rajkumar; Garcke, Jochen; Bauckhage, Christian; Schuecker, Jannis
Zeitschriftenaufsatz
2021Tackling Contradiction Detection in German Using Machine Translation and End-to-End Recurrent Neural Networks
Pielka, Maren; Sifa, Rafet; Hillebrand, Lars Patrick; Biesner, David; Ramamurthy, Rajkumar; Ladi, Anna; Bauckhage, Christian
Konferenzbeitrag
2021Toxicity Detection in Online Comments with Limited Data: A Comparative Analysis
Lübbering, Max; Pielka, Maren; Das, Kajaree; Gebauer, Michael; Ramamurthy, Rajkumar; Bauckhage, Christian; Sifa, Rafet
Konferenzbeitrag
2021Utilizing Representation Learning for Robust Text Classification Under Datasetshift
Lübbering, Max; Gebauer, Michael; Ramamurthy, Rajkumar; Pielka, Maren; Bauckhage, Christian; Sifa, Rafet
Konferenzbeitrag
2020A Community Detection Based Approach for Exploring Patterns in Player Reviews
Pielka, Maren; Sifa, Rafet; Ramamurthy, Rajkumar; Ojeda, César; Bauckhage, Christian
Konferenzbeitrag
2020Fraunhofer IAIS at FinCausal 2020, Tasks 1 & 2: Using Ensemble Methods and Sequence Tagging to Detect Causality in Financial Documents
Pielka, Maren; Ladi, Anna; Chapman, Clayton; Brito, Eduardo; Ramamurthy, Rajkumar; Mayer, Paul; Wahab, Abdul; Sifa, Rafet; Bauckhage, Christian
Konferenzbeitrag
2020From Imbalanced Classification to Supervised Outlier Detection Problems: Adversarially Trained Auto Encoders
Lübbering, Max; Ramamurthy, Rajkumar; Gebauer, Michael; Bell, Thiago; Sifa, Rafet; Bauckhage, Christian
Konferenzbeitrag
2020Guided Reinforcement Learning via Sequence Learning
Ramamurthy, Rajkumar; Sifa, Rafet; Lübbering, Max; Bauckhage, Christian
Konferenzbeitrag
2020Hopfield Networks for Vector Quantization
Bauckhage, Christian; Ramamurthy, Rajkumar; Sifa, Rafet
Konferenzbeitrag
2020Informed Machine Learning - A Taxonomy and Survey of Integrating Knowledge into Learning Systems
Rüden, Laura von; 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
Paper
2020Leveraging Contextual Text Representations for Anonymizing German Financial Documents
Biesner, David; Ramamurthy, Rajkumar; Lübbering, Max; Fürst, Benedikt; Ismail, H.; Hillebrand, L.; Ladi, A.; Pielka, M.; Stenzel, R.; Khameneh, T.; Krapp, V.; Huseynov, I.; Schlums, J.; Stoll, U.; Warning, U.; Kliem, B.; Bauckhage, C.; Sifa, R.
Konferenzbeitrag
2020Matrix- and Tensor Factorization for Game Content Recommendation
Sifa, Rafet; Yawar, Raheel; Ramamurthy, Rajkumar; Bauckhage, Christian; Kersting, Kristian
Zeitschriftenaufsatz
2019Echo State Networks for Named Entity Recognition
Ramamurthy, Rajkumar; Stenzel, Robin; Sifa, Rafet; Ladi, Anna; Bauckhage, Christian
Konferenzbeitrag
2019Leveraging Domain Knowledge for Reinforcement Learning using MMC Architectures
Ramamurthy, Rajkumar; Bauckhage, Christian; Sifa, Rafet; Schücker, Jannis; Wrobel, Stefan
Konferenzbeitrag
2019Towards Automated Auditing with Machine Learning
Sifa, Rafet; Ladi, Anna; Pielka, Maren; Ramamurthy, Rajkumar; Hillebrand, Lars; Kirsch, Birgit; Biesner, David; Stenzel, R.; Bell, T.; Lübbering, M.; Nütten, U.; Bauckhage, C.; Warning, U.; Fürst, B.; Khameneh, T.D.; Thom, D.; Huseynov, I.; Kahlert, R.; Schlums, J.; Ismail, H.; Kliem, B.; Loitz, R.
Konferenzbeitrag
2019Towards Contradiction Detection in German: A Translation-Driven Approach
Sifa, Rafet; Pielka, Maren; Ramamurthy, Rajkumar; Ladi, Anna; Hillebrand, Lars; Bauckhage, Christian
Konferenzbeitrag
2018Matrix and Tensor Factorization Based Game Content Recommender Systems: A Bottom-Up Architecture and a Comparative Online Evaluation
Sifa, Rafet; Yawar, Raheel; Ramamurthy, Rajkumar; Bauckhage, Christian
Konferenzbeitrag
2017Using echo state networks for cryptography
Ramamurthy, Rajkumar; Bauckhage, Christian; Buza, Krisztian; Wrobel, Stefan
Konferenzbeitrag