ALFA: Active Learning for Graph Neural Network-Based Semantic Schema Alignment
- Venkata Vamsikrishna Meduri
- Abdul Quamar
- et al.
- 2023
- VLDB Journal
My interests lie at the intersection of database systems and machine learning. I build ML-driven systems for big data integration and predictive analytics which require minimum training data. I have developed active learning-based solutions for data integration problems such as semantic schema (ontology) matching and entity matching. Towards enabling AI-assisted data exploration, I worked on predicting the analytical queries issued by the user in SQL and natural language variants for Business Intelligence (BI) applications and other related problems such as cardinality estimation. I graduated with a Ph.D in Computer Science from Arizona State University and obtained an M.S. degree from the National University of Singapore. My B.Tech degree was from Vellore Institute of Technology. My personal webpage can be found at https://vamsikrishna1902.github.io