Hierarchical Deep Generative Models for Multi-Rate Multivariate Time Series.
Zhengping CheSanjay PurushothamMax Guangyu LiBo JiangYan LiuPublished in: ICML (2018)
Keyphrases
- generative model
- multivariate time series
- deep belief networks
- probabilistic model
- hierarchical models
- discriminative learning
- semi supervised
- prior knowledge
- unsupervised learning
- temporal data
- deep learning
- temporal patterns
- em algorithm
- categorical data
- discriminative models
- conditional random fields
- dimension reduction
- spatial structure
- expectation maximization
- object categories
- temporal information