GenSQL: A Probabilistic Programming System for Querying Generative Models of Database Tables.
Mathieu HuotMatin GhavamiAlexander K. LewUlrich SchaechtleCameron E. FreerZane ShelbyMartin C. RinardFeras A. SaadVikash K. MansinghkaPublished in: Proc. ACM Program. Lang. (2024)
Keyphrases
- generative model
- probabilistic model
- database tables
- em algorithm
- discriminative learning
- databases
- discriminative models
- database
- conditional random fields
- semi supervised
- programming language
- prior knowledge
- bayesian networks
- maximum entropy principle
- application server
- database systems
- database server
- query language
- generative and discriminative models
- object oriented programming
- relational databases
- discriminative methods
- hierarchical hidden markov models
- application development
- learning algorithm
- pairwise
- expectation maximization
- query processing