[HTML][HTML] WeakMeSH: leveraging provenance information for weakly supervised classification of biomedical articles with emerging MeSH descriptors

N Mylonas, S Karlos, G Tsoumakas - Artificial Intelligence in Medicine, 2023 - Elsevier
Abstract Medical Subject Headings (MeSH) is a hierarchically structured thesaurus created
by the National Library of Medicine of USA. Each year the vocabulary gets revised, bringing …

On the persistence of multilabel learning, its recent trends, and its open issues

N Mylonas, I Mollas, B Liu… - IEEE Intelligent …, 2023 - ieeexplore.ieee.org
Multilabel data comprise instances associated with multiple binary target variables. The
main learning task from such data is multilabel classification, where the goal is to output a …

Beyond Annual Revisions: A Multi-Label Concept Drift Analysis of MeSH

N Mylonas, I Mollas… - 2023 IEEE 36th …, 2023 - ieeexplore.ieee.org
MeSH (Medical Subject Headings) is a hierarchically structured thesaurus used for indexing
biomedical information. This vocabulary contains most of the biomedical knowledge …