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
相关论文
共 50 条
  • [41] Characterizing large-scale quantum computers via cycle benchmarking
    Alexander Erhard
    Joel J. Wallman
    Lukas Postler
    Michael Meth
    Roman Stricker
    Esteban A. Martinez
    Philipp Schindler
    Thomas Monz
    Joseph Emerson
    Rainer Blatt
    [J]. Nature Communications, 10
  • [42] Evaluation of a large-scale biomedical data annotation initiative
    Ronilda Lacson
    Erik Pitzer
    Christian Hinske
    Pedro Galante
    Lucila Ohno-Machado
    [J]. BMC Bioinformatics, 10
  • [43] Evaluation of a large-scale biomedical data annotation initiative
    Lacson, Ronilda
    Pitzer, Erik
    Hinske, Christian
    Galante, Pedro
    Ohno-Machado, Lucila
    [J]. BMC BIOINFORMATICS, 2009, 10
  • [44] Large-Scale Reasoning over Functions in Biomedical Ontologies
    Hoehndorf, Robert
    Mencel, Liam
    Gkoutos, Georgios V.
    Schofield, Paul N.
    [J]. FORMAL ONTOLOGY IN INFORMATION SYSTEMS, 2016, 283 : 299 - 312
  • [45] Revisiting Oxford and Paris: Large-Scale Image Retrieval Benchmarking
    Radenovic, Filip
    Iscen, Ahmet
    Tolias, Giorgos
    Avrithis, Yannis
    Chum, Ondrej
    [J]. 2018 IEEE/CVF CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR), 2018, : 5706 - 5715
  • [46] Large-scale Internet benchmarking: Technology and application in warehousing operations
    Johnson, Andy
    Chen, Wen-Chih
    McGinnis, Leon F.
    [J]. COMPUTERS IN INDUSTRY, 2010, 61 (03) : 280 - 286
  • [47] BioRel: towards large-scale biomedical relation extraction
    Rui Xing
    Jie Luo
    Tengwei Song
    [J]. BMC Bioinformatics, 21
  • [48] BioRel: towards large-scale biomedical relation extraction
    Xing, Rui
    Luo, Jie
    Song, Tengwei
    [J]. BMC BIOINFORMATICS, 2020, 21 (Suppl 16)
  • [49] BioRel: A Large-Scale Dataset for Biomedical Relation Extraction
    Xing, Rui
    Luo, Jie
    Song, Tengwei
    [J]. 2019 IEEE INTERNATIONAL CONFERENCE ON BIOINFORMATICS AND BIOMEDICINE (BIBM), 2019, : 1801 - 1808
  • [50] Topological analysis of large-scale biomedical terminology structures
    Bales, Michael E.
    Lussier, Yves A.
    Johnson, Stephen B.
    [J]. JOURNAL OF THE AMERICAN MEDICAL INFORMATICS ASSOCIATION, 2007, 14 (06) : 788 - 797