Former Research Associate
| ed.mut.ni@sevarg | |
| Room | HB 2.02.19 |
| Phone | +49.89.289.18775 |
| Fax | +49.89.289.18107 |
| Address | Institut für Informatik VI Technische Universität München Boltzmannstraße 3 85748 Garching bei München Germany |
Research Interests
- Recurrent neural networks (especially LSTM)
- Speech and handwriting recognition
- Image and video processing
- Unsupervised sequence learning
Teaching
- Hauptseminar Sequence Learning SS 2009
Publications
| [1] | Frank Sehnke, Christian Osendorfer, Thomas Rückstieß, Alex Graves, Jan Peters, and Jürgen Schmidhuber. Parameter-exploring policy gradients. Neural Networks, 23(2), 2010. [ DOI | .bib | .pdf ] |
| [2] | Frank Sehnke, Alex Graves, Christian Osendorfer, and Jürgen Schmidhuber. Multimodal parameter-exploring policy gradients. In Bob Werner, editor, Proceedings of the ninth International Conference on Machine Learning and Applications, ICMLA 2010, 2010. [ DOI | .bib | .pdf ] |
| [3] | Martin Wöllmer, Florian Eyben, Alex Graves, Björn Schuller, and Gerhard Rigoll. Improving keyword spotting with a tandem blstm-dbn architecture. In Jordi Sole-Casals and Vladimir Zaiats, editors, Advances in Nonlinear Speech Processing, volume 5933 of Lecture Notes in Computer Science, pages 68-75. Springer Berlin Heidelberg, 2010. [ DOI | .bib | .pdf ] |
| [4] | M. Woellmer, F. Eyben, A. Graves, B. Schuller, and G. Rigoll. Bidirectional LSTM networks for context-sensitive keyword detection in a cognitive virtual agent framework. Cognitive Computation, Special Issue on Non-Linear and Non-Conventional Speech Processing, 2010. [ DOI | .bib | .pdf ] |
| [5] | F. Eyben, M. Woellmer, B. Schuller, and A. Graves. From speech to letters - using a novel neural network architecture for grapheme based ASR. In in Proc. of IEEE Automatic Speech Recognition and Understanding Workshop, pages 376-380, Merano, Italy, 2009. [ DOI | .bib | .pdf ] |
| [6] | F. Eyben, M. Woellmer, A. Graves, B. Schuller, E. Douglas-Cowie, and R. Cowie. On-line emotion recognition in a 3-d activation-valence-time continuum using acoustic and linguistic cues. Journal on Multimodal User Interfaces (JMUI), Special Issue on Real-time Affect Analysis and Interpretation: Closing the Loop in Virtual Agents, 3:7-19, 2009. [ DOI | .bib | .pdf ] |
| [7] | Alex Graves and Jürgen Schmidhuber. Offline handwriting recognition with multidimensional recurrent neural networks. In D. Koller, D. Schuurmans, Y. Bengio, and L. Bottou, editors, Advances in Neural Information Processing Systems 21, pages 545-552. MIT Press, 2009. [ .bib | .pdf ] |
| [8] | Martin Wöllmer, Florian Eyben, Joseph Keshet, Alex Graves, Björn Schuller, and Gerhard Rigoll. Robust discriminative keyword spotting for emotionally colored spontaneous speech using bidirectional LSTM networks. In Proc. of ICASSP, pages 3949-3952, Taipei, Taiwan, 2009. [ DOI | .bib | .pdf ] |
| [9] | M. Woellmer, F. Eyben, A. Graves, B. Schuller, and G. Rigoll. A tandem BLSTM-DBN architecture for keyword spotting with enhanced context modeling. In in Proc. of NOLISP 2009, ISCA Tutorial and Research Workshop on Non-Linear Speech Processing, Vic, Spain, 2009. [ .bib | .pdf ] |
| [10] | Santiago Fernández, Alex Graves, and Jürgen Schmidhuber. Phoneme recognition in TIMIT with BLSTM-CTC. Technical Report IDSIA-04-08, IDSIA, 2008. Also published as arXiv:0804.3269v1 [cs.CL]. [ .bib | .pdf ] |
| [11] | Alex Graves, Santiago Fernández, Marcus Liwicki, Horst Bunke, and Jürgen Schmidhuber. Unconstrained online handwriting recognition with recurrent neural networks. In J.C. Platt, D. Koller, Y. Singer, and S. Roweis, editors, Advances in Neural Information Processing Systems 20, NIPS 2008, Cambridge, MA, 2008. MIT Press. [ .bib | .pdf ] |
| [12] | Alex Graves, Marcus Liwicki, Santiago Fernández, Roman Bertolami, Horst Bunke, and Jürgen Schmidhuber. A novel connectionist system for unconstrained handwriting recognition. IEEE Transactions on Pattern Analysis and Machine Intelligence, 2008. [ .bib | .pdf ] |
| [13] | Alexander Graves. Supervised Sequence Labelling with Recurrent Neural Networks. Dissertation, Technische Universität München, München, 2008. [ .bib | .pdf ] |
| [14] | Alex Graves, Christoph Mayer, Matthias Wimmer, Jürgen Schmidhuber, and Bernd Radig. Facial expression recognition with recurrent neural networks. In Proceedings of the International Workshop on Cognition for Technical Systems, Munich, Germany, 2008. [ .bib | .pdf ] |
| [15] | Frank Sehnke, Christian Osendorfer, Thomas Rückstieß, Alex Graves, Jan Peters, and Jürgen Schmidhuber. Policy gradients with parameter-based exploration for control. In J. Koutnik V. Kurkova, R. Neruda, editor, Proceedings of the International Conference on Artificial Neural Networks, ICANN 2008, Part I, LNCS 5163, pages 387-396. Springer-Verlag Berlin Heidelberg, 2008. [ .bib | .pdf ] |
| [16] | Santiago Fernández, Alex Graves, and Jürgen Schmidhuber. Sequence labelling in structured domains with hierarchical recurrent neural networks. In Proceedings of the 20th International Joint Conference on Artificial Intelligence, IJCAI 2007, Hyderabad, India, 2007. [ .bib | .pdf ] |
| [17] | Santiago Fernández, Alex Graves, and Jürgen Schmidhuber. An application of recurrent neural networks to discriminative keyword spotting. In Proceedings of the 2007 International Conference on Artificial Neural Networks, ICANN 2007, Porto, Portugal, 2007. [ DOI | .bib | .pdf ] |
| [18] | Alexander Förster, Alex Graves, and Jürgen Schmidhuber. RNN-based learning of compact maps for efficient robot localization. In 15th European Symposium on Artificial Neural Networks, ESANN, pages 537-542, Bruges, Belgium, 2007. [ .bib | .pdf ] |
| [19] | Alex Graves, Santiago Fernández, and Jürgen Schmidhuber. Multidimensional recurrent neural networks. In Proceedings of the 2007 International Conference on Artificial Neural Networks, Porto, Portugal, 2007. [ .bib | .pdf ] |
| [20] | Marcus Liwicki, Alex Graves, Santiago Fernández, Horst Bunke, and Jürgen Schmidhuber. A novel approach to on-line handwriting recognition based on bidirectional long short-term memory networks. In Proceedings of the 9th International Conference on Document Analysis and Recognition, ICDAR 2007, Curitiba, Brazil, sep 2007. [ .bib | .pdf ] |
| [21] | Alex Graves, Santiago Fernández, Faustino Gomez, and Jürgen Schmidhuber. Connectionist temporal classification: Labelling unsegmented sequence data with recurrent neural networks. In Proceedings of the International Conference on Machine Learning, ICML 2006, Pittsburgh, USA, June 2006. [ .bib | .pdf ] |
| [22] | Nicole Beringer, Alex Graves, Florien Schiel, , and Jürgen Schmidhuber. Classifying unprompted speech by retraining lstm nets. In Proceedings of the 2005 International Conference on Artificial Neural Networks, Warsaw, Poland, 2005. [ .bib | .pdf ] |
| [23] | Alex Graves and Jürgen Schmidhuber. Framewise phoneme classification with bidirectional LSTM networks. In Proceedings of the 2005 International Joint Conference on Neural Networks, Montreal, Canada, 2005. [ .bib | .pdf ] |
| [24] | Alex Graves and Jürgen Schmidhuber. Framewise phoneme classification with bidirectional lstm and other neural network architectures. Neural Networks, 18(5-6):602-610, 2005. [ .bib | .pdf ] |
| [25] | Alex Graves, Santiago Fernández, and Jürgen Schmidhuber. Bidirectional LSTM networks for improved phoneme classification and recognition. In Proceedings of the 2005 International Conference on Artificial Neural Networks, Warsaw, Poland, 2005. [ .bib | .pdf ] |
| [26] | Alex Graves, Douglas Eck, Nicole Beringer, and Jürgen Schmidhuber. Biologically plausible speech recognition with lstm neural nets. In First International Workshop on Biologically Inspired Approaches to Advanced Information Technology, Lausanne, Switzerland, 2004. [ .bib | .pdf ] |
| [27] | Alex Graves, Nicole Beringer, and Jürgen Schmidhuber. A comparison between spiking and differentiable recurrent neural networks on spoken digit recognition. In The 23rd IASTED International Conference on modelling, identification, and control, Grindelwald, Switzerland, 2004. [ .bib | .pdf ] |