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| 2021 | Anonymization 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 |
| 2021 | Decoupling Autoencoders for Robust One-vs-Rest Classification
Lübbering, Max; Gebauer, Michael; Ramamurthy, Rajkumar; Bauckhage, Christian; Sifa, Rafet | Konferenzbeitrag |
| 2021 | Informed 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 |
| 2021 | Tackling 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 |
| 2021 | Toxicity 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 |
| 2021 | Utilizing Representation Learning for Robust Text Classification Under Datasetshift
Lübbering, Max; Gebauer, Michael; Ramamurthy, Rajkumar; Pielka, Maren; Bauckhage, Christian; Sifa, Rafet | Konferenzbeitrag |
| 2020 | A Community Detection Based Approach for Exploring Patterns in Player Reviews
Pielka, Maren; Sifa, Rafet; Ramamurthy, Rajkumar; Ojeda, César; Bauckhage, Christian | Konferenzbeitrag |
| 2020 | Fraunhofer 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 |
| 2020 | From Imbalanced Classification to Supervised Outlier Detection Problems: Adversarially Trained Auto Encoders
Lübbering, Max; Ramamurthy, Rajkumar; Gebauer, Michael; Bell, Thiago; Sifa, Rafet; Bauckhage, Christian | Konferenzbeitrag |
| 2020 | Guided Reinforcement Learning via Sequence Learning
Ramamurthy, Rajkumar; Sifa, Rafet; Lübbering, Max; Bauckhage, Christian | Konferenzbeitrag |
| 2020 | Hopfield Networks for Vector Quantization
Bauckhage, Christian; Ramamurthy, Rajkumar; Sifa, Rafet | Konferenzbeitrag |
| 2020 | Informed 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 |
| 2020 | Leveraging 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 |
| 2020 | Matrix- and Tensor Factorization for Game Content Recommendation
Sifa, Rafet; Yawar, Raheel; Ramamurthy, Rajkumar; Bauckhage, Christian; Kersting, Kristian | Zeitschriftenaufsatz |
| 2019 | Echo State Networks for Named Entity Recognition
Ramamurthy, Rajkumar; Stenzel, Robin; Sifa, Rafet; Ladi, Anna; Bauckhage, Christian | Konferenzbeitrag |
| 2019 | Leveraging Domain Knowledge for Reinforcement Learning using MMC Architectures
Ramamurthy, Rajkumar; Bauckhage, Christian; Sifa, Rafet; Schücker, Jannis; Wrobel, Stefan | Konferenzbeitrag |
| 2019 | Towards 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 |
| 2019 | Towards Contradiction Detection in German: A Translation-Driven Approach
Sifa, Rafet; Pielka, Maren; Ramamurthy, Rajkumar; Ladi, Anna; Hillebrand, Lars; Bauckhage, Christian | Konferenzbeitrag |
| 2018 | Matrix 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 |
| 2017 | Using echo state networks for cryptography
Ramamurthy, Rajkumar; Bauckhage, Christian; Buza, Krisztian; Wrobel, Stefan | Konferenzbeitrag |