SparseMAP: Differentiable Sparse Structured Inference.
Vlad NiculaeAndré F. T. MartinsMathieu BlondelClaire CardiePublished in: CoRR (2018)
Keyphrases
- inference process
- sparse data
- objective function
- max margin learning
- case study
- dictionary learning
- random fields
- structured data
- probabilistic inference
- compressive sensing
- decision theoretic
- bayesian inference
- bayesian networks
- data sets
- sparse representation
- linear combination
- natural images
- inference engine
- denoising
- high dimensional
- real time
- machine learning
- bayesian model
- structured prediction
- compressed sensing
- real world
- structured learning
- covariance function
- sparse coding