Evaluating Biomedical Word Embeddings for Vocabulary Alignment at Scale in the UMLS Metathesaurus Using Siamese Networks.
Goonmeet BajajVinh NguyenThilini WijesiriwardeneHong Yung YipVishesh JavangulaAmit P. ShethSrinivasan ParthasarathyOlivier BodenreiderPublished in: Insights@ACL (2022)
Keyphrases
- umls metathesaurus
- word level
- social networks
- word alignment
- co occurrence
- scale space
- network structure
- information extraction
- word sense disambiguation
- complex networks
- vector space
- low dimensional
- biomedical literature
- image alignment
- dynamic time warping
- n gram
- language model
- text mining
- social network analysis
- concept space
- spoken term detection
- power law
- keywords
- multiscale
- bayesian networks
- similarity measure
- feature extraction