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This paper introduces DeepBach, a graphical model aimed at modeling polyphonic music and specifically hymn-like pieces.
Stochastic relaxation, gibbs distributions, and the bayesian restoration of images
Geman, Stuart and Geman, Donald · 1984
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389 Chorales (Choral-Gesange): SATB (German Language Edition)
Bach, J.S · 1985
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An expert system for harmonizing four-part chorales
Ebcioglu, Kemal · 1988
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Harmonet: A neural net for harmonizing chorales in the style of js bach
Hild, Hermann, Feulner, Johannes, and Menzel, Wolfram · 1992
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Long short-term memory
Hochreiter, Sepp and Schmidhuber, Jürgen · 1997
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Dependency networks for inference, collaborative filtering, and data visualization
Heckerman, David, Chickering, David Maxwell, Meek, Christopher, Rounthwaite, Robert, and Kadie, Carl · 2000
Earlier work this paper cites.
Harmonising chorales by probabilistic inference
Allan, Moray and Williams, Christopher KI · 2005
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Statistical Mechanics: Algorithms and Computations
Krauth, W · 2006
Earlier work this paper cites.
music21: A toolkit for computer-aided musicology and symbolic music data
Cuthbert, Michael Scott and Ariza, Christopher · 2010
Earlier work this paper cites.
Rectified linear units improve restricted boltzmann machines
Nair, Vinod and Hinton, Geoffrey E · 2010
Cited alongside, same era.
Reversibility and stochastic networks
Kelly, Frank P · 2011
Cited alongside, same era.
Modeling temporal dependencies in high-dimensional sequences: Application to polyphonic music generation and transcription
Boulanger-Lewandowski, Nicolas, Bengio, Yoshua, and Vincent, Pascal · 2012
Cited alongside, same era.
How to Construct Deep Recurrent Neural Networks
Pascanu, R., Gulcehre, C., Cho, K., and Bengio, Y · 2013
Cited alongside, same era.
Multiple viewpoint systems: Time complexity and the construction of domains for complex musical viewpoints in the harmonization problem
Whorley, Raymond P, Wiggins, Geraint A, Rhodes, Christophe, and Pearce, Marcus T · 2013
Cited alongside, same era.
Behaviour of the gibbs sampler when conditional distributions are potentially incompatible
TensorFlow: Large-scale machine learning on heterogeneous systems, 2015
Abadi, Martín, Agarwal, Ashish, Barham, Paul, Brevdo, Eugene, Chen, Zhifeng, Citro, Craig, Corrado, Greg S., Davis, Andy, Dean, Jeffrey, Devin, Matthieu, Ghemawat, Sanjay, Goodfellow, Ian, Harp, Andrew, Irving, Geoffrey, Isard, Michael, Jia, Yangqing, Jozefowicz, Rafal, Kaiser, Lukasz, Kudlur, Manjunath, Levenberg, Josh, Mané, Dan, Monga, Rajat, Moore, Sherry, Murray, Derek, Olah, Chris, Schuster, Mike, Shlens, Jonathon, Steiner, Benoit, Sutskever, Ilya, Talwar, Kunal, Tucker, Paul, Vanhoucke, Vincent, Vasudevan, Vijay, Viégas, Fernanda, Vinyals, Oriol, Warden, Pete, Wattenberg, Martin, Wicke, Martin, Yu, Yuan, and Zheng, Xiaoqiang · 2015
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Constructing long short-term memory based deep recurrent neural networks for large vocabulary speech recognition
Li, Xiangang and Wu, Xihong · 2015
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Modelling high-dimensional sequences with lstm-rtrbm: application to polyphonic music generation
Lyu, Qi, Wu, Zhiyong, Zhu, Jun, and Meng, Helen · 2015
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Maximum entropy model for melodic patterns
Sakellariou, J., Tria, F., Loreto, V., and Pachet, F · 2015
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Ensuring rapid mixing and low bias for asynchronous gibbs sampling
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Chen, Shyh-Huei and Ip, Edward H · 2014
Cited alongside, same era.
Empirical evaluation of gated recurrent neural networks on sequence modeling
Chung, Junyoung, Gulcehre, Caglar, Cho, KyungHyun, and Bengio, Yoshua · 2014
Cited alongside, same era.
Learning longer memory in recurrent neural networks
Mikolov, Tomas, Joulin, Armand, Chopra, Sumit, Mathieu, Michael, and Ranzato, Marc’Aurelio · 2014
Cited alongside, same era.
Lifting – A nonreversible Markov chain Monte Carlo Algorithm
Vucelja, M · 2014
Cited alongside, same era.
De Sa, Christopher, Olukotun, Kunle, and Ré, Christopher · 2016
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Style imitation and chord invention in polyphonic music with exponential families
Hadjeres, Gaëtan, Sakellariou, Jason, and Pachet, François · 2016
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Assisted Lead Sheet Composition Using FlowComposer , pp. 769–785
Papadopoulos, Alexandre, Roy, Pierre, and Pachet, François · 2016
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Maximum entropy models capture melodic styles
Sakellariou, J., Tria, F., Loreto, V., and Pachet, F · 2016
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Music generation from statistical models of harmony
Whorley, Raymond P. and Conklin, Darrell · 2016
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