Learning Models over Relational Data Using Sparse Tensors and Functional Dependencies.
Mahmoud Abo KhamisHung Q. NgoXuanLong NguyenDan OlteanuMaximilian SchleichPublished in: ACM Trans. Database Syst. (2020)
Keyphrases
- relational data
- learning models
- functional dependencies
- relational databases
- xml documents
- normal form
- relational schema
- relational model
- relational learning
- machine learning
- semi supervised learning
- loss function
- learning algorithm
- learning tasks
- integrity constraints
- database
- learning problems
- machine learning algorithms
- conditional random fields
- xml data
- object oriented
- classification models
- databases
- database design
- structured data
- high dimensional
- entity relationship
- data objects
- semi supervised
- xml views
- user defined
- database schema
- prior knowledge
- pairwise
- bayesian networks