Concepedia

Multiview Incomplete Knowledge Graph Integration with application to cross-institutional EHR data harmonization

Doudou Zhou, Gan Zi-ming, Xu Shi, Alina Patwari, Everett Rush, Clara-Lea Bonzel, Vidul Ayakulangara Panickan, Chuan Hong, Yuk‐Lam Ho, Tianrun Cai,

Journal of Biomedical Informatics · 2022 · 29 citations · 51 references

DOI Full text

Open access

Abstract

The proposed MIKGI algorithm can effectively integrate incomplete summary data from biomedical text and EHR data to generate harmonized embeddings for EHR codes for knowledge graph modeling and cross-institutional translation of EHR codes.

References

51

AI-Assisted Pipeline for Dynamic Generation of Trustworthy Health Supplement Content at Scale

DROPS (Schloss Dagstuhl – Leibniz Center for Informatics) · 2018 · 45.3K citations · Full text

Glove: Global Vectors for Word Representation

Jeffrey Pennington, Richard Socher, Christopher D. Manning · 2014 · 33.2K citations

Engineering, Machine Learning, Vector Space +18

Learning representations by back-propagating errors

David E. Rumelhart, Geoffrey E. Hinton, Ronald J. Williams · Nature · 1986 · 29.7K citations

Engineering, Machine Learning, Feature Learning +7

Statistical Learning Theory

Yuhai Wu, Vladimir Vapnik · Technometrics · 1999 · 26.9K citations

Generalization Theory, Engineering, Machine Learning +10

BioBERT: a pre-trained biomedical language representation model for biomedical text mining

Jinhyuk Lee, Wonjin Yoon, Sungdong Kim et al. · Bioinformatics · 2019 · 6.5K citations · Full text