samplearticle.bib

@article{zilka2015incremental,
  title={{Incremental {LSTM}-based dialog state tracker}},
  author={\v{Z}ilka, Luk\'{a}s and Jur\v{c}\'{i}\v{c}ek, Filip},
  journal={arXiv preprint arXiv:1507.03471},
  year={2015}
}

@article{young2010hidden,
  title={{The hidden information state model: A practical framework for {POMDP}-based spoken dialogue management}},
  author={Young, Steve and Ga{\v{s}}i{\'c}, Milica and Keizer, Simon and Mairesse, Fran{\c{c}}ois and Schatzmann, Jost and Thomson, Blaise and Yu, Kai},
  journal={Computer Speech \& Language},
  volume={24},
  number={2},
  pages={150--174},
  year={2010},
  publisher={Elsevier}
}

@inproceedings{williams2014web,
  title={{Web-style ranking and {SLU} combination for dialog state tracking}},
  author={Williams, Jason D},
  booktitle={15th Annual Meeting of the Special Interest Group on Discourse and Dialogue},
  volume={282},
  year={2014}
}

@inproceedings{williams2013dialog,
  title={{The dialog state tracking challenge}},
  author={Williams, Jason and Raux, Antoine and Ramachandran, Deepak and Black, Alan},
  booktitle={Proceedings of the SIGDIAL 2013 Conference},
  pages={404--413},
  year={2013}
}

@inproceedings{henderson2014second,
  title={{The second dialog state tracking challenge}},
  author={Henderson, Matthew and Thomson, Blaise and Williams, Jason},
  booktitle={15th Annual Meeting of the Special Interest Group on Discourse and Dialogue},
  volume={263},
  year={2014}
}

@inproceedings{henderson2014third,
  title={{The third dialog state tracking challenge}},
  author={Henderson, Matthew and Thomson, Blaise and Williams, Jason D},
  booktitle={Spoken Language Technology Workshop (SLT), 2014 IEEE},
  pages={324--329},
  year={2014},
  organization={IEEE}
}


@article{jurvcivcek2012reinforcement,
  title={{Reinforcement learning for parameter estimation in statistical spoken dialogue systems}},
  author={Jur{\v{c}}{\'\i}{\v{c}}ek, Filip and Thomson, Blaise and Young, Steve},
  journal={Computer Speech \& Language},
  volume={26},
  number={3},
  pages={168--192},
  year={2012},
  publisher={Academic Press}
}

@article{werbos1990backpropagation,
  title={{Backpropagation through time: what it does and how to do it}},
  author={Werbos, Paul J},
  journal={Proceedings of the IEEE},
  volume={78},
  number={10},
  pages={1550--1560},
  year={1990},
  publisher={IEEE}
}

@article{abaditensorflow,
  title={{TensorFlow: Large-scale machine learning on heterogeneous systems, 2015}},
  author={Abadi, Mart{\i}n and Agarwal, Ashish and Barham, Paul and Brevdo, Eugene and Chen, Zhifeng and Citro, Craig and Corrado, Greg S and Davis, Andy and Dean, Jeffrey and Devin, Matthieu and others},
  journal={Software available from tensorflow. org}
}

@article{bahdanau2014neural,
  title={{Neural machine translation by jointly learning to align and translate}},
  author={Bahdanau, Dzmitry and Cho, Kyunghyun and Bengio, Yoshua},
  journal={arXiv preprint arXiv:1409.0473},
  year={2014}
}

@incollection{prechelt1998early,
  title={{Early stopping-but when?}},
  author={Prechelt, Lutz},
  booktitle={{Neural Networks: Tricks of the trade}},
  pages={55--69},
  year={1998},
  publisher={Springer}
}

@article{kingma2014adam,
  title={{Adam: A method for stochastic optimization}},
  author={Kingma, Diederik and Ba, Jimmy},
  journal={arXiv preprint arXiv:1412.6980},
  year={2014}
}

@article{henderson2013deep,
  title={{Deep neural network approach for the dialog state tracking challenge}},
  author={Henderson, Matthew and Thomson, Blaise and Young, Steve},
  journal={Proceedings of the SIGDIAL 2013 Conference},
  pages={467--471},
  year={2013}
}

@inproceedings{henderson2014word,
  title={{Word-based dialog state tracking with recurrent neural networks}},
  author={Henderson, Matthew and Thomson, Blaise and Young, Steve},
  booktitle={Proceedings of the 15th Annual Meeting of the Special Interest Group on Discourse and Dialogue (SIGDIAL)},
  pages={292--299},
  year={2014}
}

@article{lee2016dialog,
  title={{Dialog History Construction with Long-Short Term Memory for Robust Generative Dialog State Tracking}},
  author={Lee, Byung-Jun and Kim, Kee-Eung},
  journal={Dialogue \& Discourse},
  volume={7},
  number={3},
  pages={47--64},
  year={2016}
}

@article{bordes2016learning,
  title={{Learning End-to-End Goal-Oriented Dialog}},
  author={Bordes, Antoine and Weston, Jason},
  journal={arXiv preprint arXiv:1605.07683},
  year={2016}
}

@article{vodolan2015hybrid,
  author    = {Miroslav Vodol{\'{a}}n and
               Rudolf Kadlec and
               Jan Kleindienst},
  title     = {{Hybrid Dialog State Tracker}},
  journal   = {CoRR},
  volume    = {abs/1510.03710},
  year      = {2015},
  url       = {http://arxiv.org/abs/1510.03710},
  timestamp = {Sun, 01 Nov 2015 17:30:45 +0100},
  biburl    = {http://dblp.uni-trier.de/rec/bib/journals/corr/VodolanKK15},
  bibsource = {dblp computer science bibliography, http://dblp.org}
}

@article{bengio2003neural,
  title={{A Neural probabilistic language model}},
  author={Bengio, Yoshua and Ducharme, Rejean and Vincent, Pascal},
  journal={Journal of Machine Learning Research},
  volume={3},
  pages={1137--1155},
  year={2003}
}

@article{cho2014gru,
  author    = {Kyunghyun Cho and
               Bart van Merrienboer and
               {\c{C}}aglar G{\"{u}}l{\c{c}}ehre and
               Fethi Bougares and
               Holger Schwenk and
               Yoshua Bengio},
  title     = {{Learning Phrase Representations using {RNN} Encoder-Decoder for Statistical
               Machine Translation}},
  journal   = {CoRR},
  volume    = {abs/1406.1078},
  year      = {2014},
  url       = {http://arxiv.org/abs/1406.1078},
  timestamp = {Wed, 02 Jul 2014 08:24:58 +0200},
  biburl    = {http://dblp.uni-trier.de/rec/bib/journals/corr/ChoMGBSB14},
  bibsource = {dblp computer science bibliography, http://dblp.org}
}

@misc{hochreiter2001gradient,
  title={Gradient flow in recurrent nets: the difficulty of learning long-term dependencies},
  author={Hochreiter, Sepp and Bengio, Yoshua and Frasconi, Paolo and Schmidhuber, J{\"u}rgen},
  year={2001},
  publisher={A field guide to dynamical recurrent neural networks. IEEE Press}
}