Piecewise Latent Variables for Neural Variational Text Processing.
Iulian Vlad SerbanAlexander G. Ororbia IIJoelle PineauAaron C. CourvillePublished in: EMNLP (2017)
Keyphrases
- text processing
- latent variables
- variational approximation
- probabilistic model
- posterior distribution
- natural language processing
- information extraction
- text mining
- topic models
- prior knowledge
- latent variable models
- approximate inference
- hierarchical model
- hidden variables
- random variables
- variational methods
- image segmentation
- free energy
- structural svms
- field of natural language processing
- gaussian process
- real valued
- max margin
- latent space
- factor graphs
- structured output
- variational bayes
- linear model
- observed variables
- conditionally independent
- machine learning
- real world
- generative model
- graphical models
- least squares
- bayesian networks
- data mining