Correlational Neural Networks

@article{Chandar2016CorrelationalNN,
  title={Correlational Neural Networks},
  author={A. Chandar and Mitesh M. Khapra and H. Larochelle and Balaraman Ravindran},
  journal={Neural Computation},
  year={2016},
  volume={28},
  pages={257-285}
}
  • A. Chandar, Mitesh M. Khapra, +1 author Balaraman Ravindran
  • Published 2016
  • Computer Science, Mathematics, Medicine
  • Neural Computation
  • Common representation learning (CRL), wherein different descriptions (or views) of the data are embedded in a common subspace, has been receiving a lot of attention recently. [...] Key Method AE-based methods learn a common representation by minimizing the error of reconstructing the two views. Each of these approaches has its own advantages and disadvantages. For example, while CCA-based approaches outperform AE-based approaches for the task of transfer learning, they are not as scalable as the latter. In this…Expand Abstract
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