wgmueller1 / tsbn_code_nips2015 Goto Github PK

The Matlab Code for the NIPS 2015 paper "Deep Temporal Sigmoid Belief Networks for Sequence Modeling"

Zhe Gan ([email protected]), 9.18.2015

This code implement the Temporal Sigmoid Belief Network(TSBN), from the 2015 NIPS paper with the same title. This source code is made publicly available for reproducibility purposes, it is not optimized for speed, minimally documented but fully functional.

We create one folder for each dataset, and give the detailed implementation notes inside.

Please note that this code should be used at your own risk. There is no implied guarantee that it will not do anything stupid. Permission is granted to use and modify the code.

Please cite our NIPS paper in your publications if it helps your research:

@inproceedings{TSBN_NIPS2015,
  Author = {Z. Gan, C. Li, R. Henao, D. Carlson, and L. Carin},
  Title = {Deep Temporal Sigmoid Belief Networks for Sequence Modeling},
  booktitle={NIPS},
  Year  = {2015}
}

The generated, synthetic motion capture data, and polyphonic music data can be downloaded from

https://drive.google.com/drive/u/0/folders/0B1HR6m3IZSO_SWt0aS1oYmlneDQ