Sparse One-Grab Sampling with Probabilistic Guarantees.
Maryam JaberiMarianna PenskyHassan ForooshPublished in: IEEE Trans. Pattern Anal. Mach. Intell. (2019)
Keyphrases
- sparse sampling
- bayesian networks
- random sampling
- probabilistic model
- signal processing
- data driven
- high dimensional
- theoretical guarantees
- sparse coding
- belief networks
- sparse data
- image sequences
- compressive sampling
- sampling strategies
- probabilistic logic
- sampling methods
- compressive sensing
- sampling algorithm
- context sensitive
- posterior probability
- sample size
- markov chain monte carlo
- probabilistic reasoning
- dictionary learning
- canonical correlation analysis
- compressed sensing
- monte carlo
- sparse representation
- markov chain