Corpus ID: 39395448

Unsupervised Learning of Disentangled and Interpretable Representations from Sequential Data

@inproceedings{Hsu2017UnsupervisedLO,
  title={Unsupervised Learning of Disentangled and Interpretable Representations from Sequential Data},
  author={Wei-Ning Hsu and Yu Zhang and James R. Glass},
  booktitle={NIPS},
  year={2017}
}
We present a factorized hierarchical variational autoencoder, which learns disentangled and interpretable representations from sequential data without supervision. Specifically, we exploit the multi-scale nature of information in sequential data by formulating it explicitly within a factorized hierarchical graphical model that imposes sequence-dependent priors and sequence-independent priors to different sets of latent variables. The model is evaluated on two speech corpora to demonstrate… Expand
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References

SHOWING 1-10 OF 47 REFERENCES
beta-VAE: Learning Basic Visual Concepts with a Constrained Variational Framework
A Recurrent Latent Variable Model for Sequential Data
Learning Latent Representations for Speech Generation and Transformation
A Hierarchical Latent Variable Encoder-Decoder Model for Generating Dialogues
Toward Controlled Generation of Text
Variational Recurrent Auto-Encoders
Controllable Text Generation
Adversarially Learned Inference
Improved Variational Inference with Inverse Autoregressive Flow
...
1
2
3
4
5
...