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Statistical Language and Speech Processing: First by Yoshua Bengio (auth.), Adrian-Horia Dediu, Carlos

By Yoshua Bengio (auth.), Adrian-Horia Dediu, Carlos Martín-Vide, Ruslan Mitkov, Bianca Truthe (eds.)

This booklet constitutes the refereed court cases of the 1st overseas convention on Statistical Language and Speech Processing, SLSP 2013, held in Tarragona, Spain, in July 2013. The 24 complete papers awarded including invited talks have been rigorously reviewed and chosen from sixty one submissions. The papers hide quite a lot of themes within the fields of computational language and speech processing and the statistical tools which are at present in use.

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2990v1. 2990 14. : Practical recommendations for gradient-based training of deep architectures. -R. ) Neural Networks: Tricks of the Trade, 2nd edn. LNCS, vol. 7700, pp. 437–478. Springer, Heidelberg (2012) 15. : Implicit density estimation by local moment matching to sample from auto-encoders. Tech. 0057 (2012) 16. : Advances in optimizing recurrent networks. In: ICASSP 2013 (2013) 17. : Unsupervised feature learning and deep learning: A review and new perspectives. IEEE Trans. Pattern Analysis and Machine Intelligence, PAMI (2013) 18.

Tech. Rep. 4246, Universit´e de Montr´eal (2012) 2. : Structured sparsity through convex optimization. Tech. 2397 (2011) 3. : Differentiable sparse coding. In: NIPS 2009, pp. 113–120 (2009) 4. : Bayesian Reasoning and Machine Learning. Cambridge University Press (2011) 5. : A self-organizing neural network that discovers surfaces in random-dot stereograms. Nature 355, 161–163 (1992) 6. : A neural probabilistic language model. JMLR 3, 1137–1155 (2003) 7. : Greedy layer-wise training of deep networks.

ACM (2011) 129. : Factored conditional restricted Boltzmann machines for modeling motion style. , Littman, M. ) ICML 2009, pp. 1025–1032. ACM (2009) 130. : Modeling human motion using binary latent variables. In: NIPS 2006, pp. 1345–1352. MIT Press, Cambridge (2007) 131. : Separating style and content with bilinear models. Neural Computation 12(6), 1247–1283 (2000) 132. : Communication/computation tradeoffs in consensus-based distributed optimization. In: NIPS 2012 (2012) 133. : Large margin methods for structured and interdependent output variables.

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