Concepedia

A comparison of word embeddings for the biomedical natural language processing

Sijia Liu, Naveed Afzal, Majid Rastegar-Mojarad, Liwei Wang, Feichen Shen, Paul Kingsbury, Hongfang Liu

Journal of Biomedical Informatics · 2018 · 384 citations · 43 references

Open access

Concepts

ComputingBiomedical InformaticsComputer ScienceBiomedical Text MiningComputational LinguisticsNatural Language ProcessingClinical Natural Language ProcessingDisease Mention DetectionLanguage ModelingWord EmbeddingsCount-based EmbeddingsDomain-specific Word EmbeddingsLow-dimensional EmbeddingsSparse Word EmbeddingsStatic Word Embeddings

References

43

Random Forests

Leo Breiman · Machine Learning · 2001 · 126.2K citations · Full text

Visualizing Data using t-SNE

Laurens van der Maaten, Geoffrey E. Hinton · Journal of Machine Learning Research · 2008 · 35.7K citations

Computing, Data Science, Visualization +13

Glove: Global Vectors for Word Representation

Jeffrey Pennington, Richard Socher, Christopher D. Manning · 2014 · 33.8K citations

Computing, Computer Science, Computational Linguistics +14

Enriching Word Vectors with Subword Information

Piotr Bojanowski, Édouard Grave, Armand Joulin et al. · Transactions of the Association for Computational Linguistics · 2017 · 9.8K citations · Full text

Computing, Computer Science, Computational Linguistics +14

MIMIC-III, a freely accessible critical care database

Alistair E. W. Johnson, Tom Pollard, Lu Shen et al. · Scientific Data · 2016 · 8.1K citations · Full text

Medicine, Biomedical Informatics, Health Informatics +11