Deep Convolutional Networks on Graph-Structured Data.

作者: Yann LeCun , Mikael Henaff , Joan Bruna

DOI:

关键词:

摘要: Deep Learning's recent successes have mostly relied on Convolutional Networks, which exploit fundamental statistical properties of images, sounds and video data: the local …

参考文章(14)
Yann LeCun, Karol Gregor, Emergence of Complex-Like Cells in a Temporal Product Network with Local Receptive Fields arXiv: Neural and Evolutionary Computing. ,(2010)
Davide Boscaini, Pierre Vandergheynst, Jonathan Masci, Michael M. Bronstein, ShapeNet: Convolutional Neural Networks on Non-Euclidean Manifolds arXiv: Computer Vision and Pattern Recognition. ,(2015)
Yann LeCun, Mikael Henaff, Michael Mathieu, Fast Training of Convolutional Networks through FFTs arXiv: Computer Vision and Pattern Recognition. ,(2013)
Stéphane Mallat, A wavelet tour of signal processing ,(1998)
Yoshua Bengio, Nicolas L. Roux, Marc Joliveau, Balázs Kégl, Pascal Lamblin, Learning the 2-D Topology of Images neural information processing systems. ,vol. 20, pp. 841- 848 ,(2007)
Elad Hazan, Yoram Singer, John Duchi, Adaptive Subgradient Methods for Online Learning and Stochastic Optimization Journal of Machine Learning Research. ,vol. 12, pp. 2121- 2159 ,(2011)
Andrew Y. Ng, Jiquan Ngiam, Quoc V. Le, Zhenghao Chen, Pang W. Koh, Daniel Chia, Tiled convolutional neural networks neural information processing systems. ,vol. 23, pp. 1279- 1287 ,(2010)
Pietro Perona, Lihi Zelnik-manor, Self-Tuning Spectral Clustering neural information processing systems. ,vol. 17, pp. 1601- 1608 ,(2004)
Partha Niyogi, Mikhail Belkin, Laplacian Eigenmaps and Spectral Techniques for Embedding and Clustering neural information processing systems. ,vol. 14, pp. 585- 591 ,(2001)
Geoffrey Hinton, Tara Sainath, Brian Kingsbury, Vincent Vanhoucke, Andrew Senior, Navdeep Jaitly, Li Deng, Dong Yu, Abdel-rahman Mohamed, George Dahl, Patrick Nguyen, Deep Neural Networks for Acoustic Modeling in Speech Recognition IEEE Signal Processing Magazine. ,vol. 29, pp. 82- 97 ,(2012)