Felix Gers | |
---|---|
Occupation | Professor of computer science |
Employer | Berlin University of Applied Sciences |
Known for | Introducing the forget gate to LSTM architecture |
Notable work | Research in recurrent neural networks |
Felix Gers is a professor of computer science at Berlin University of Applied Sciences Berlin. With Jürgen Schmidhuber and Fred Cummins, he introduced the forget gate to the long short-term memory recurrent neural network architecture. This modification of the original architecture has been shown to be crucial to the success of the LSTM at such tasks as speech and handwriting recognition.
References
- "Felix Gers - Professor at Beuth University of Applied Sciences Berlin". Retrieved May 13, 2017.
- Felix A. Gers; Jürgen Schmidhuber; Fred Cummins (2000). "Learning to Forget: Continual Prediction with LSTM". Neural Computation. 12 (10): 2451–2471. CiteSeerX 10.1.1.55.5709. doi:10.1162/089976600300015015. PMID 11032042. S2CID 11598600.
- ^ Greff, Klaus; Srivastava, Rupesh K.; Koutnik, Jan; Steunebrink, Bas R.; Schmidhuber, Jurgen (2016). "LSTM: A Search Space Odyssey". IEEE Transactions on Neural Networks and Learning Systems. 28 (10): 1–11. arXiv:1503.04069. doi:10.1109/TNNLS.2016.2582924. ISSN 2162-237X. PMID 27411231. S2CID 3356463.
- Hochreiter, Sepp; Schmidhuber, Jürgen (1997). "Long Short-Term Memory". Neural Computation. 9 (8): 1735–1780. doi:10.1162/neco.1997.9.8.1735. ISSN 0899-7667. PMID 9377276. S2CID 1915014.