Alfa: active learning for graph neural network-based semantic schema alignment.
Venkata Vamsikrishna MeduriAbdul QuamarChuan LeiXiao QinBerthold ReinwaldPublished in: VLDB J. (2024)
Keyphrases
- active learning
- semantically enriched
- semantically equivalent
- graph model
- graph representation
- neural network
- databases
- structured data
- data model
- graph structure
- directed graph
- random walk
- heterogeneous data sources
- schema matching
- learning algorithm
- weighted graph
- semantic network
- graph matching
- domain ontology
- domain specific
- graph theoretic
- training set
- semantic information
- semantic constraints
- semi supervised learning
- supervised learning
- natural language
- graph theory
- random sampling
- batch mode
- schema evolution
- ontology matching
- database
- machine learning
- document centric
- pairwise
- experimental design
- spanning tree
- graph databases
- graph mining
- database schema
- transfer learning
- xml data
- semantic web
- semi supervised
- relational databases