Informed Machine Learning--A Taxonomy and Survey of Integrating Knowledge into Learning Systems L von Rueden, S Mayer, K Beckh, B Georgiev, S Giesselbach, R Heese, ... arXiv preprint arXiv:1903.12394, 2019 | 146 | 2019 |
Towards Automated Auditing with Machine Learning R Sifa, A Ladi, M Pielka, R Ramamurthy, L Hillebrand, B Kirsch, D Biesner, ... Proceedings of the ACM Symposium on Document Engineering 2019, 1-4, 2019 | 12 | 2019 |
Leveraging Domain Knowledge for Reinforcement Learning using MMC architectures R Ramamurthy, C Bauckhage, R Sifa, J Schücker, S Wrobel International Conference on Artificial Neural Networks, 595-607, 2019 | 11 | 2019 |
Using Echo State Networks for Cryptography R Ramamurthy, C Bauckhage, K Buza, S Wrobel International Conference on Artificial Neural Networks, 663-671, 2017 | 11 | 2017 |
Towards Contradiction Detection in German: a translation-driven approach R Sifa, M Pielka, R Ramamurthy, A Ladi, L Hillebrand, C Bauckhage 2019 IEEE Symposium Series on Computational Intelligence (SSCI), 2497-2505, 2019 | 10 | 2019 |
Echo State Networks for Named Entity Recognition R Ramamurthy, R Stenzel, R Sifa, A Ladi, C Bauckhage International Conference on Artificial Neural Networks, 110-120, 2019 | 10 | 2019 |
Matrix-and Tensor Factorization for Game Content Recommendation R Sifa, R Yawar, R Ramamurthy, C Bauckhage, K Kersting KI-Künstliche Intelligenz 34 (1), 57-67, 2020 | 9 | 2020 |
Tackling contradiction detection in german using machine translation and end-to-end recurrent neural networks M Pielka, R Sifa, LP Hillebrand, D Biesner, R Ramamurthy, A Ladi, ... 2020 25th International Conference on Pattern Recognition (ICPR), 6696-6701, 2021 | 4 | 2021 |
Hopfield Networks for Vector Quantization C Bauckhage, R Ramamurthy, R Sifa International Conference on Artificial Neural Networks, 192-203, 2020 | 4 | 2020 |
Policy learning using SPSA R Ramamurthy, C Bauckhage, R Sifa, S Wrobel International Conference on Artificial Neural Networks, 3-12, 2018 | 4 | 2018 |
Supervised autoencoder variants for end to end anomaly detection M Lübbering, M Gebauer, R Ramamurthy, R Sifa, C Bauckhage International Conference on Pattern Recognition, 566-581, 2021 | 3 | 2021 |
From imbalanced classification to supervised outlier detection problems: adversarially trained auto encoders M Lübbering, R Ramamurthy, M Gebauer, T Bell, R Sifa, C Bauckhage International Conference on Artificial Neural Networks, 27-38, 2020 | 3 | 2020 |
Novelty-guided Reinforcement Learning via Encoded Behaviors R Ramamurthy, R Sifa, M Lübbering, C Bauckhage 2020 International Joint Conference on Neural Networks (IJCNN), 1-8, 2020 | 2 | 2020 |
Anonymization of german financial documents using neural network-based language models with contextual word representations D Biesner, R Ramamurthy, R Stenzel, M Lübbering, L Hillebrand, A Ladi, ... International Journal of Data Science and Analytics 13 (2), 151-161, 2022 | 1 | 2022 |
Toxicity Detection in Online Comments with Limited Data: A Comparative Analysis M Lübbering, M Pielka, K Das, M Gebauer, R Ramamurthy, C Bauckhage, ... ESANN, 2021 | 1 | 2021 |
Utilizing representation learning for robust text classification under datasetshift M Lübbering, M Gebauer, R Ramamurthy, M Pielka, C Bauckhage, R Sifa Proceedings of the Conference “Lernen, Wissen, Daten, Analysen”, CEUR …, 2021 | 1 | 2021 |
Fraunhofer IAIS at FinCausal 2020, Tasks 1 & 2: Using Ensemble Methods and Sequence Tagging to Detect Causality in Financial Documents M Pielka, R Ramamurthy, A Ladi, E Brito, C Chapman, P Mayer, R Sifa Proceedings of the 1st Joint Workshop on Financial Narrative Processing and …, 2020 | 1 | 2020 |
NLPGym--A toolkit for evaluating RL agents on Natural Language Processing Tasks R Ramamurthy, R Sifa, C Bauckhage arXiv preprint arXiv:2011.08272, 2020 | 1 | 2020 |
Leveraging Contextual Text Representations for Anonymizing German Financial Documents D Biesner, R Ramamurthy, M Lübbering, B Fürst, H Ismail, L Hillebrand, ... Workshop on Knowledge Discovery from Unstructured Data in Financial Services, 2020 | 1 | 2020 |
A Community Detection based approach for Exploring Patterns in Player Reviews M Pielka, R Sifa, R Ramamurthy, C Ojeda, C Bauckhage Proceedings of SAI Intelligent Systems Conference, 553-565, 2019 | 1 | 2019 |