Piecewise Latent Variables for Neural Variational Text Processing.
Iulian Vlad SerbanAlexander OrorbiaJoelle PineauAaron C. CourvillePublished in: SPNLP@EMNLP (2017)
Keyphrases
- latent variables
- text processing
- variational approximation
- probabilistic model
- information extraction
- natural language processing
- text mining
- posterior distribution
- random variables
- hierarchical model
- approximate inference
- gaussian process
- topic models
- prior knowledge
- latent variable models
- hidden variables
- image segmentation
- variational bayes
- machine learning
- structural svms
- field of natural language processing
- free energy
- factor graphs
- linear model
- structured prediction
- observed variables
- structural svm
- real valued
- generative model
- max margin
- probability distribution
- structured output
- conditionally independent
- information retrieval
- real world
- databases