OpenBioLink: a benchmarking framework for large-scale biomedical link prediction

被引:26
|
作者
Breit, Anna [1 ]
Ott, Simon [1 ]
Agibetov, Asan [1 ]
Samwald, Matthias [1 ]
机构
[1] Med Univ Vienna, Ctr Med Stat Informat & Intelligent Syst, Sect Artificial Intelligence & Decis Support, A-1090 Vienna, Austria
基金
欧盟地平线“2020”;
关键词
D O I
10.1093/bioinformatics/btaa274
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
Recently, novel machine-learning algorithms have shown potential for predicting undiscovered links in biomedical knowledge networks. However, dedicated benchmarks for measuring algorithmic progress have not yet emerged. With OpenBioLink, we introduce a large-scale, high-quality and highly challenging biomedical link prediction benchmark to transparently and reproducibly evaluate such algorithms. Furthermore, we present preliminary baseline evaluation results.
引用
收藏
页码:4097 / 4098
页数:2
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