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@book{carnie2013syntax,
title={Syntax: A generative introduction},
author={Carnie, Andrew},
year={2013},
publisher={John Wiley \& Sons}
}
@article{chomsky1959review,
title={A review of {B. F.} Skinner's Verbal Behavior},
author={Chomsky, Noam},
journal={Language},
volume={35},
number={1},
pages={26--58},
year={1959}
}
@article{pesetsky1999linguistic,
title={Linguistic universals and universal grammar},
author={Pesetsky, David},
journal={The {MIT} Encyclopedia of the Cognitive Sciences [Z]. Eds. RA
Wilson \& FC Keil. Cambridge, MA: The {MIT} Press},
year={1999}
}
@book{manning1999foundations,
title={Foundations of statistical natural language processing},
author={Manning, Christopher D and Sch{\"u}tze, Hinrich},
year={1999},
publisher={MIT press}
}
@article{winograd1972understanding,
title={Understanding natural language},
author={Winograd, Terry},
journal={Cognitive psychology},
volume={3},
number={1},
pages={1--191},
year={1972},
publisher={Elsevier}
}
@article{chomsky1968linguistic,
title={Linguistic contributions to the study of mind (Future)},
author={Chomsky, Noam},
journal={Language and thinking},
pages={323--364},
year={1968},
publisher={Penguin Middlesex}
}
@book{skinner2014verbal,
title={Verbal behavior},
author={Skinner, Burrhus Frederic},
year={2014},
publisher={BF Skinner Foundation}
}
@inproceedings{perfors2006poverty,
title={Poverty of the stimulus? A rational approach},
author={Perfors, Amy and Tenenbaum, Josh and Regier, Terry},
booktitle={Annual Conference},
year={2006}
}
@article{schmidhuber2015deep,
title={Deep learning in neural networks: An overview},
author={Schmidhuber, J{\"u}rgen},
journal={Neural Networks},
volume={61},
pages={85--117},
year={2015},
publisher={Pergamon}
}
@article{lecun2015deep,
title={Deep learning},
author={LeCun, Yann and Bengio, Yoshua and Hinton, Geoffrey},
journal={Nature},
volume={521},
number={7553},
pages={436--444},
year={2015},
publisher={Nature Publishing Group}
}
@book{Vapnik1995,
author = {Vapnik, Vladimir},
title = {The Nature of Statistical Learning Theory},
year = {1995},
publisher = {Springer-Verlag New York, Inc.},
address = {New York, NY, USA},
}
@book{Fletcher1987,
author = {Fletcher, R.},
title = {Practical Methods of Optimization},
edition = {2nd},
year = {1987},
publisher = {Wiley-Interscience},
address = {New York, NY, USA},
}
@ARTICLE{Brochu2010,
author = {{Brochu}, E. and {Cora}, V.~M. and {de Freitas}, N.},
title = {A Tutorial on {B}ayesian Optimization of Expensive Cost
Functions, with Application to Active User Modeling and
Hierarchical Reinforcement Learning},
journal = {ar{X}iv:{\tt 1012.2599 [cs.LG]}},
year = 2010,
month = dec,
}
@article{Robbins1951,
author = {Robbins, Herbert and Monro, Sutton},
journal = {The Annals of Mathematical Statistics},
number = {3},
pages = {400--407},
title = {A Stochastic Approximation Method},
volume = {22},
year = {1951}
}
@incollection{Bottou1998,
author = {Bottou, L\'{e}on},
title = {Online Algorithms and Stochastic Approximations},
booktitle = {Online Learning and Neural Networks},
editor = {Saad, David},
publisher = {Cambridge University Press},
address = {Cambridge, UK},
year = {1998},
}
@incollection{Lecun1998a,
author = {{LeCun}, Y. and Bottou, L. and Orr, G. and M\"{u}ller, K.
R.},
booktitle = {Neural Networks: Tricks of the Trade},
editor = {Orr, G. and M\"{u}ller, K.},
journal = {Lecture Notes in Computer Science},
pages = {5--50},
publisher = {Springer Verlag},
series = {Lecture Notes in Computer Science},
title = {Efficient {BackProp}},
volume = {1524},
year = {1998}
}
@inproceedings{lowe1999object,
title={Object recognition from local scale-invariant features},
author={Lowe, David G},
booktitle={Computer vision, 1999. The proceedings of the seventh IEEE
international conference on},
volume={2},
pages={1150--1157},
year={1999},
organization={Ieee}
}
@article{Cover1965,
author = {Cover, T. M.},
booktitle = {IEEE Transactions on Electronic Computers},
journal = {IEEE Transactions on Electronic Computers},
number = {3},
pages = {326--334},
title = {Geometrical and Statistical Properties of Systems of Linear Inequalities with Applications in Pattern Recognition},
volume = {EC-14},
year = {1965}
}
@incollection{Bridle1990,
title = {Training Stochastic Model Recognition Algorithms as Networks can
Lead to Maximum Mutual Information Estimation of Parameters},
author = {John S. Bridle},
booktitle = {Advances in Neural Information Processing Systems 2},
editor = {D.S. Touretzky},
pages = {211--217},
year = {1990},
publisher = {Morgan-Kaufmann},
}
@inproceedings{denker1991transforming,
title={Transforming neural-net output levels to probability
distributions},
author={Denker, John and Lecun, Yann},
booktitle={Advances in Neural Information Processing Systems 3},
year={1991},
organization={Citeseer}
}
@article{bishop1994mixture,
title={Mixture density networks},
author={Bishop, Christopher M},
year={1994},
publisher={Aston University}
}
@book{kuhn2012structure,
title={The structure of scientific revolutions},
author={Kuhn, Thomas S},
year={2012},
publisher={University of Chicago press}
}
@article{Huang2006,
title = {Extreme learning machine: Theory and applications},
journal = {Neurocomputing},
volume = {70},
number = {1–-3},
pages = {489--501},
year = {2006},
author = {Guang-Bin Huang and Qin-Yu Zhu and Chee-Kheong Siew},
}
@book{Rosenblatt1962,
title={Principles of neurodynamics: perceptrons and the theory of brain
mechanisms},
author={Rosenblatt, F.},
series={Report (Cornell Aeronautical Laboratory)},
year={1962},
publisher={Spartan Books}
}
@article{Rumelhart1986,
author = {Rumelhart, D. E. and Hinton, G. and Williams, R. J.},
journal = {Nature},
number = {Oct},
pages = {533--536},
title = {Learning representations by back-propagating errors},
volume = {323},
year = {1986}
}
@article{petersen2008matrix,
title={The Matrix Cookbook},
author={Petersen, Kaare Brandt and Pedersen, Michael Syskind and
others},
journal={Technical University of Denmark},
volume={7},
pages={15},
year={2008}
}
@inproceedings{bergstra2010theano,
title={Theano: a CPU and GPU math expression compiler},
author={Bergstra, James and Breuleux, Olivier and Bastien,
Fr{\'e}d{\'e}ric and Lamblin, Pascal and Pascanu, Razvan and
Desjardins, Guillaume and Turian, Joseph and Warde-Farley, David
and Bengio, Yoshua},
booktitle={Proceedings of the Python for scientific computing
conference (SciPy)},
volume={4},
pages={3},
year={2010},
organization={Austin, TX}
}
@article{bastien2012theano,
title={Theano: new features and speed improvements},
author={Bastien, Fr{\'e}d{\'e}ric and Lamblin, Pascal and Pascanu,
Razvan and Bergstra, James and Goodfellow, Ian and Bergeron, Arnaud
and Bouchard, Nicolas and Warde-Farley, David and Bengio,
Yoshua},
journal={arXiv preprint arXiv:1211.5590},
year={2012}
}
@inproceedings{nair2010rectified,
title={Rectified linear units improve restricted boltzmann machines},
author={Nair, Vinod and Hinton, Geoffrey E},
booktitle={Proceedings of the 27th International Conference on Machine
Learning (ICML-10)},
pages={807--814},
year={2010}
}
@inproceedings{glorot2011deep,
title={Deep sparse rectifier neural networks},
author={Glorot, Xavier and Bordes, Antoine and Bengio, Yoshua},
booktitle={International Conference on Artificial Intelligence and
Statistics},
pages={315--323},
year={2011}
}
@inproceedings{goodfellow2013maxout,
title={Maxout Networks},
author={Goodfellow, Ian and Warde-farley, David and Mirza, Mehdi and
Courville, Aaron and Bengio, Yoshua},
booktitle={Proceedings of the 30th International Conference on Machine
Learning (ICML-13)},
pages={1319--1327},
year={2013}
}
@article{bengio2013estimating,
title={Estimating or propagating gradients through stochastic neurons for
conditional computation},
author={Bengio, Yoshua and L{\'e}onard, Nicholas and Courville, Aaron},
journal={arXiv preprint arXiv:1308.3432},
year={2013}
}
@article{he2015delving,
title={Delving deep into rectifiers: Surpassing human-level performance on
imagenet classification},
author={He, Kaiming and Zhang, Xiangyu and Ren, Shaoqing and Sun, Jian},
journal={arXiv preprint arXiv:1502.01852},
year={2015}
}
@article{le2015simple,
title={A Simple Way to Initialize Recurrent Networks of Rectified Linear
Units},
author={Le, Quoc V and Jaitly, Navdeep and Hinton, Geoffrey E},
journal={arXiv preprint arXiv:1504.00941},
year={2015}
}
@inproceedings{bengio2013advances,
title={Advances in optimizing recurrent networks},
author={Bengio, Yoshua and Boulanger-Lewandowski, Nicolas and Pascanu,
Razvan},
booktitle={Acoustics, Speech and Signal Processing (ICASSP), 2013 IEEE
International Conference on},
pages={8624--8628},
year={2013},
organization={IEEE}
}
@inproceedings{Cho-et-al-EMNLP2014,
author = {Kyunghyun Cho and Bart van Merrienboer and Caglar Gulcehre and Fethi
Bougares and Holger Schwenk and Yoshua Bengio},
title = {Learning Phrase Representations using {RNN} Encoder-Decoder for
Statistical Machine Translation},
booktitle = {Proceedings of the Empiricial Methods in Natural Language
Processing (EMNLP 2014)},
year = 2014,
month = oct,
}
@article{hochreiter1997long,
title={Long short-term memory},
author={Hochreiter, Sepp and Schmidhuber, J{\"u}rgen},
journal={Neural computation},
volume={9},
number={8},
pages={1735--1780},
year={1997},
publisher={MIT Press}
}
@phdthesis{gers2001long,
title={Long short-term memory in recurrent neural networks},
author={Gers, Felix},
school={{\'E}cole Polytechnique
F{\'e}d{\'e}rale de Lausanne, Lausanne, Switzerland},
year={2001},
}
@article{gers2000learning,
title={Learning to forget: Continual prediction with LSTM},
author={Gers, Felix A and Schmidhuber, J{\"u}rgen and Cummins, Fred},
journal={Neural computation},
volume={12},
number={10},
pages={2451--2471},
year={2000},
publisher={MIT Press}
}
@article{greff2015lstm,
title={LSTM: A Search Space Odyssey},
author={Greff, Klaus and Srivastava, Rupesh Kumar and Koutn{\'\i}k, Jan
and Steunebrink, Bas R and Schmidhuber, J{\"u}rgen},
journal={arXiv preprint arXiv:1503.04069},
year={2015}
}
@inproceedings{jozefowicz2015empirical,
title={An Empirical Exploration of Recurrent Network Architectures},
author={Jozefowicz, Rafal and Zaremba, Wojciech and Sutskever, Ilya},
booktitle={Proceedings of the 32nd International Conference on Machine
Learning (ICML-15)},
pages={2342--2350},
year={2015}
}
@inproceedings{krizhevsky2012imagenet,
title={Imagenet classification with deep convolutional neural networks},
author={Krizhevsky, Alex and Sutskever, Ilya and Hinton, Geoffrey E},
booktitle={Advances in neural information processing systems},
pages={1097--1105},
year={2012}
}
@article{bengio1994learning,
title={Learning long-term dependencies with gradient descent is
difficult},
author={Bengio, Yoshua and Simard, Patrice and Frasconi, Paolo},
journal={Neural Networks, IEEE Transactions on},
volume={5},
number={2},
pages={157--166},
year={1994},
publisher={IEEE}
}
@book{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},
volume={1},
year={2001},
publisher={A field guide to dynamical recurrent neural networks.
IEEE Press}
}
@inproceedings{pascanu2013difficulty,
title={On the difficulty of training recurrent neural networks},
author={Pascanu, Razvan and Mikolov, Tomas and Bengio, Yoshua},
booktitle={Proceedings of The 30th International Conference on Machine
Learning},
pages={1310--1318},
year={2013}
}
@book{chomsky2002syntactic,
title={Syntactic structures},
author={Chomsky, Noam},
year={2002},
publisher={Walter de Gruyter}
}
@inproceedings{chen1996empirical,
title={An empirical study of smoothing techniques for language modeling},
author={Chen, Stanley F and Goodman, Joshua},
booktitle={Proceedings of the 34th annual meeting on Association for
Computational Linguistics},
pages={310--318},
year={1996},
organization={Association for Computational Linguistics}
}
@article{witten1991zero,
title={The zero-frequency problem: Estimating the probabilities of novel
events in adaptive text compression},
author={Witten, Ian H and Bell, Timothy C},
journal={Information Theory, IEEE Transactions on},
volume={37},
number={4},
pages={1085--1094},
year={1991},
publisher={IEEE}
}
@inproceedings{kneser1995improved,
title={Improved backing-off for m-gram language modeling},
author={Kneser, Reinhard and Ney, Hermann},
booktitle={Acoustics, Speech, and Signal Processing, 1995. ICASSP-95.,
1995 International Conference on},
volume={1},
pages={181--184},
year={1995},
organization={IEEE}
}
@inproceedings{Heafield-estimate,
author = {Kenneth Heafield and Ivan Pouzyrevsky and Jonathan H. Clark and
Philipp Koehn},
title = {Scalable Modified {Kneser-Ney} Language Model Estimation},
year = {2013},
month = {August},
booktitle = {Proceedings of the 51st Annual Meeting of the
Association for Computational Linguistics},
address = {Sofia, Bulgaria},
pages = {690--696},
}
@article{kim2015character,
title={Character-Aware Neural Language Models},
author={Kim, Yoon and Jernite, Yacine and Sontag, David and Rush,
Alexander M},
journal={arXiv preprint arXiv:1508.06615},
year={2015}
}
@article{sennrich2015neural,
title={Neural Machine Translation of Rare Words with Subword Units},
author={Sennrich, Rico and Haddow, Barry and Birch, Alexandra},
journal={arXiv preprint arXiv:1508.07909},
year={2015}
}
@article{jernite2015fast,
title={A Fast Variational Approach for Learning Markov Random Field Language Models},
author={Jernite, Yacine and Rush, Alexander M and Sontag, David},
journal={32nd International Conference on Machine Learning (ICML)},
year={2015}
}
@incollection{bengio2006neural,
title={Neural probabilistic language models},
author={Bengio, Yoshua and Schwenk, Holger and Sen{\'e}cal, Jean-S{\'e}bastien and Morin, Fr{\'e}deric and Gauvain, Jean-Luc},
booktitle={Innovations in Machine Learning},
pages={137--186},
year={2006},
publisher={Springer Berlin Heidelberg}
}
@article{firth1957,
title={A synopsis of linguistic theory 1930-1955},
author={Firth, J. R.},
journal={Oxford: Philological Society},
year={1957}
}
@inproceedings{turian2010word,
title={Word representations: a simple and general method for
semi-supervised learning},
author={Turian, Joseph and Ratinov, Lev and Bengio, Yoshua},
booktitle={Proceedings of the 48th annual meeting of the association
for computational linguistics},
pages={384--394},
year={2010},
organization={Association for Computational Linguistics}
}
@Article{VanDerMaaten08,
author = "Laurens {van der Maaten} and Geoffrey E. Hinton",
title = {Visualizing Data using t-{SNE}},
journal = {Journal of Machine Learning Research},
year = "2008",
month = {November},
pages = {2579--2605},
volume = {9},
}
@article{besag1975statistical,
title={Statistical analysis of non-lattice data},
author={Besag, Julian},
journal={The statistician},
pages={179--195},
year={1975},
publisher={JSTOR}
}
@article{mikolov2013efficient,
title={Efficient estimation of word representations in vector space},
author={Mikolov, Tomas and Chen, Kai and Corrado, Greg and Dean,
Jeffrey},
journal={arXiv preprint arXiv:1301.3781},
year={2013}
}
@incollection{Omer2014,
title = {Neural Word Embedding as Implicit Matrix Factorization},
author = {Levy, Omer and Goldberg, Yoav},
booktitle = {Advances in Neural Information Processing Systems 27},
editor = {Z. Ghahramani and M. Welling and C. Cortes and N.D. Lawrence and
K.Q. Weinberger},
pages = {2177--2185},
year = {2014},
publisher = {Curran Associates, Inc.},
}
@article{collobert2011natural,
title={Natural language processing (almost) from scratch},
author={Collobert, Ronan and Weston, Jason and Bottou, L{\'e}on and
Karlen, Michael and Kavukcuoglu, Koray and Kuksa, Pavel},
journal={The Journal of Machine Learning Research},
volume={12},
pages={2493--2537},
year={2011},
publisher={JMLR. org}
}
@Book{Chapelle2006,
editor = {O. Chapelle and B. Sch{\"o}lkopf and A. Zien},
title = {Semi-Supervised Learning},
publisher = {MIT Press},
year = 2006,
address = {Cambridge, MA}
}
@inproceedings{mikolov2010recurrent,
title={Recurrent neural network based language model.},
author={Mikolov, Tomas and Karafi{\'a}t, Martin and Burget, Lukas and
Cernock{\`y}, Jan and Khudanpur, Sanjeev},
booktitle={INTERSPEECH 2010},
pages={1045--1048},
year={2010}
}
@article{sundermeyer2015feedforward,
title={From Feedforward to Recurrent LSTM Neural Networks for Language
Modeling},
author={Sundermeyer, Martin and Ney, Hermann and Schluter, Ralf},
journal={Audio, Speech, and Language Processing, IEEE/ACM Transactions
on},
volume={23},
number={3},
pages={517--529},
year={2015},
publisher={IEEE}
}
@article{baltescu2014pragmatic,
title={Pragmatic Neural Language Modelling in Machine Translation},
author={Baltescu, Paul and Blunsom, Phil},
journal={arXiv preprint arXiv:1412.7119},
year={2014}
}
@article{schwenk2007continuous,
title={Continuous space language models},
author={Schwenk, Holger},
journal={Computer Speech \& Language},
volume={21},
number={3},
pages={492--518},
year={2007},
publisher={Elsevier}
}
@article{baydin2015automatic,
title={Automatic differentiation in machine learning: a survey},
author={Baydin, Atilim Gunes and Pearlmutter, Barak A and Radul, Alexey Andreyevich},
journal={arXiv preprint arXiv:1502.05767},
year={2015}
}
@book{post2011,
title={The Three Percent Problem: Rants and Responses on Publishing,
Translation, and the Future of Reading},
author={Chad W. Post},
publisher = {Open Letter},
year = 2011,
}
@article{brown1990statistical,
title={A statistical approach to machine translation},
author={Brown, Peter F and Cocke, John and Pietra, Stephen A Della and
Pietra, Vincent J Della and Jelinek, Fredrick and Lafferty, John D
and Mercer, Robert L and Roossin, Paul S},
journal={Computational linguistics},
volume={16},
number={2},
pages={79--85},
year={1990},
publisher={MIT Press}
}
@inproceedings{koehn2005europarl,
title={Europarl: A parallel corpus for statistical machine translation},
author={Koehn, Philipp},
booktitle={MT summit},
volume={5},
pages={79--86},
year={2005},
organization={Citeseer}
}
@inproceedings{cettoloEtAl:EAMT2012,
Address = {Trento, Italy},
Author = {Mauro Cettolo and Christian Girardi and Marcello
Federico},
Booktitle = {Proceedings of the 16$^{th}$ Conference
of the European Association for Machine
Translation (EAMT)},
Date = {28-30},
Month = {May},
Pages = {261--268},
Title = {WIT$^3$:
Web Inventory of
Transcribed
and
Translated
Talks},
Year =
{2012}
}
@article{resnik2003web,
title={The web as a parallel corpus},
author={Resnik, Philip and Smith, Noah A},
journal={Computational Linguistics},
volume={29},
number={3},
pages={349--380},
year={2003},
publisher={MIT Press}
}
@incollection{zhang2006automatic,
title={Automatic acquisition of Chinese--English parallel corpus from the
web},
author={Zhang, Ying and Wu, Ke and Gao, Jianfeng and Vines, Phil},
booktitle={Advances in Information Retrieval},
pages={420--431},
year={2006},
publisher={Springer}
}
@inproceedings{smith2013dirt,
title={Dirt Cheap Web-Scale Parallel Text from the Common Crawl.},
author={Smith, Jason R and Saint-Amand, Herve and Plamada, Magdalena and
Koehn, Philipp and Callison-Burch, Chris and Lopez, Adam},
booktitle={ACL (1)},
pages={1374--1383},
year={2013}
}
@inproceedings{papineni2002bleu,
title={BLEU: a method for automatic evaluation of machine translation},
author={Papineni, Kishore and Roukos, Salim and Ward, Todd and Zhu,
Wei-Jing},
booktitle={Proceedings of the 40th annual meeting on association for
computational linguistics},
pages={311--318},
year={2002},
organization={Association for Computational Linguistics}
}
@inproceedings{callison2006re,
title={Re-evaluation the Role of Bleu in Machine Translation Research.},
author={Callison-Burch, Chris and Osborne, Miles and Koehn, Philipp},
booktitle={EACL},
volume={6},
pages={249--256},
year={2006}
}
@InProceedings{denkowski:lavie:meteor-wmt:2014,
author = {Michael Denkowski and Alon Lavie},
title = {Meteor Universal: Language Specific Translation Evaluation
for Any Target Language},
booktitle = {Proceedings of the EACL 2014 Workshop on Statistical
Machine Translation},
year = {2014},
}
@inproceedings{snover2006study,
title={A study of translation edit rate with targeted human annotation},
author={Snover, Matthew and Dorr, Bonnie and Schwartz, Richard and
Micciulla, Linnea and Makhoul, John},
booktitle={Proceedings of association for machine translation in the
Americas},
pages={223--231},
year={2006}
}
@inproceedings{sutskever2014sequence,
title={Sequence to sequence learning with neural networks},
author={Sutskever, Ilya and Vinyals, Oriol and Le, Quoc VV},
booktitle={Advances in neural information processing systems},
pages={3104--3112},
year={2014}
}
@incollection{forcada1997recursive,
title={Recursive hetero-associative memories for translation},
author={Forcada, Mikel L and {\~N}eco, Ram{\'o}n P},
booktitle={Biological and Artificial Computation: From Neuroscience to
Technology},
pages={453--462},
year={1997},
publisher={Springer}
}
@article{cho2014learning,
title={Learning phrase representations using rnn encoder-decoder for
statistical machine translation},
author={Cho, Kyunghyun and Van Merri{\"e}nboer, Bart and Gulcehre,
Caglar and Bahdanau, Dzmitry and Bougares, Fethi and Schwenk, Holger
and Bengio, Yoshua},
journal={arXiv preprint arXiv:1406.1078},
year={2014}
}
@inproceedings{furcy2005limited,
title={Limited discrepancy beam search},
author={Furcy, David and Koenig, Sven},
booktitle={IJCAI},
pages={125--131},
year={2005}
}
@inproceedings{zhou2005beam,
title={Beam-Stack Search: Integrating Backtracking with Beam Search.},
author={Zhou, Rong and Hansen, Eric A},
booktitle={ICAPS},
pages={90--98},
year={2005}
}
@incollection{koehn2004pharaoh,
title={Pharaoh: a beam search decoder for phrase-based statistical machine
translation models},
author={Koehn, Philipp},
booktitle={Machine translation: From real users to research},
pages={115--124},
year={2004},
publisher={Springer}
}
@book{koehn2009statistical,
title={Statistical machine translation},
author={Koehn, Philipp},
year={2009},
publisher={Cambridge University Press}
}
@article{russell1995artificial,
title={Artificial intelligence: a modern approach},
author={Russell, Stuart and Norvig, Peter},
year={1995}
}
@article{cho2014properties,
title={On the properties of neural machine translation: Encoder-decoder
approaches},
author={Cho, Kyunghyun and van Merri{\"e}nboer, Bart and Bahdanau,
Dzmitry and Bengio, Yoshua},
journal={arXiv preprint arXiv:1409.1259},
year={2014}
}
@article{cho2015describing,
title={Describing Multimedia Content using Attention-based
Encoder--Decoder Networks},
author={Cho, Kyunghyun and Courville, Aaron and Bengio, Yoshua},
year={2015},
publisher={IEEE}
}
@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}
}
@article{luong2015effective,
title={Effective Approaches to Attention-based Neural Machine
Translation},
author={Luong, Minh-Thang and Pham, Hieu and Manning, Christopher D},
journal={arXiv preprint arXiv:1508.04025},
year={2015}
}
@article{breiman2001statistical,
title={Statistical modeling: The two cultures (with comments and a
rejoinder by the author)},
author={Breiman, Leo and others},
journal={Statistical Science},
volume={16},
number={3},
pages={199--231},
year={2001},
publisher={Institute of Mathematical Statistics}
}
@article{jean2015montreal,
title={Montreal Neural Machine Translation Systems for WMT15},
author={Jean, S{\'e}bastien and Firat, Orhan and Cho, Kyunghyun and
Memisevic, Roland and Bengio, Yoshua},
journal={Proceedings of the Tenth Workshop on Statistical Machine
Translation},
pages={134--140},
year={2015}
}
@inproceedings{jean2014using,
title={On Using Very Large Target Vocabulary for Neural Machine
Translation},
author={Jean, S{\'e}bastien and Cho, Kyunghyun and Memisevic, Roland and
Bengio, Yoshua},
booktitle={ACL 2015},
year={2014}
}
@inproceedings{Durrani2014,
title={{E}dinburgh's phrase-based machine translation systems for {WMT}-14},
author={Durrani, Nadir and Haddow, Barry and Koehn, Philipp and Heafield, Kenneth},
booktitle={Proceedings of the Ninth Workshop on Statistical Machine Translation},
pages={97--104},
year={2014},
publisher={Association for Computational Linguistics Baltimore, MD, USA}
}
@article{weaver1955translation,
title={Translation},
author={Weaver, Warren},
journal={Machine translation of languages},
volume={14},
pages={15--23},
year={1955},
publisher={Cambridge: Technology Press, MIT}
}
@article{ling2015character,
title={Character-based Neural Machine Translation},
author={Ling, Wang and Trancoso, Isabel and Dyer, Chris and Black, Alan
W},
journal={arXiv preprint arXiv:1511.04586},
year={2015}
}
@inproceedings{koehn2003statistical,
title={Statistical phrase-based translation},
author={Koehn, Philipp and Och, Franz Josef and Marcu, Daniel},
booktitle={Proceedings of the 2003 Conference of the North American
Chapter of the Association for Computational Linguistics on Human
Language Technology-Volume 1},
pages={48--54},
year={2003},
organization={Association for Computational Linguistics}
}
@inproceedings{dong2015multi,
title={Multi-task learning for multiple language translation},
author={Dong, Daxiang and Wu, Hua and He, Wei and Yu, Dianhai and Wang,
Haifeng},
year={2015},
organization={ACL}
}
@article{luong2015,
title={Multi-task Sequence to Sequence Learning},
author={Minh-Thang Luong and Quoc V. Le and Ilya Sutskever and Oriol Vinyals
and Lukasz Kaiser},
journal={arXiv preprint ar{X}iv:1511.06114},
year={2015}
}
@article{sermanet2013overfeat,
title={Overfeat: Integrated recognition, localization and detection using
convolutional networks},
author={Sermanet, Pierre and Eigen, David and Zhang, Xiang and Mathieu,
Micha{\"e}l and Fergus, Rob and LeCun, Yann},
journal={arXiv preprint arXiv:1312.6229},
year={2013}
}
@inproceedings{Kiros-et-al-ICML2014,
title = {Multimodal Neural Language Models},
author = {Ryan Kiros and Ruslan Salakhutdinov and Richard Zemel},
booktitle = {ICML'2014},
year = 2014,
}
@misc{Karpathy+Li-arxiv2014,
author = {Andrej Karpathy and Fei-Fei Li},
year = 2014,
title = {Deep Visual-Semantic Alignments for Generating Image Descriptions},
howpublished = {arXiv:1412.2306},
}
@misc{Mao+al-arxiv2014,
author = {Junhua Mao and Wei Xu and Yi Yang and Jiang Wang and Alan L. Yuille},
year = 2014,
title = {Explain Images with Multimodal Recurrent Neural Networks},
howpublished = {arXiv:1410.1090},
}
@misc{Donahue-et-al-arxiv2014,
title = {Long-term Recurrent Convolutional Networks for Visual Recognition and Description},
author = {Jeff Donahue and Lisa Anne Hendricks and Sergio Guadarrama and Marcus Rohrbach and Subhashini Venugopalan and Kate Saenko and Trevor Darrell},
year = 2014,
howpublished = {arXiv:1411.4389},
}
@misc{Fang-et-al-arxiv2014,