A comparison of graph- and kernel-based –omics data integration algorithms for classifying complex traits

被引:0
|
作者
Kang K. Yan
Hongyu Zhao
Herbert Pang
机构
[1] The University of Hong Kong,School of Public Health, Li Ka Shing Faculty of Medicine
[2] Yale University,Department of Biostatistics
来源
关键词
Bayesian network; Relevance vector machine; Graph-based semi-supervised learning; Semi-definite programming (SDP)-support vector machine; Multiple data sources; Classification;
D O I
暂无
中图分类号
学科分类号
摘要
引用
收藏
相关论文
共 35 条
  • [1] A comparison of graph- and kernel-based - omics data integration algorithms for classifying complex traits
    Yan, Kang K.
    Zhao, Hongyu
    Pang, Herbert
    [J]. BMC BIOINFORMATICS, 2017, 18 : 539
  • [2] Kernel-based algorithms and visualization for interval data mining
    Do, Thanh-Nghi
    Poulet, Francois
    [J]. ICDM 2006: SIXTH IEEE INTERNATIONAL CONFERENCE ON DATA MINING, WORKSHOPS, 2006, : 295 - +
  • [3] Kernel-based whole-genome prediction of complex traits: a review
    Morota, Gota
    Gianola, Daniel
    [J]. FRONTIERS IN GENETICS, 2014, 5
  • [4] Classification Using Mass Spectrometry Proteomic Data with Kernel-Based Algorithms
    Liu, Zhenqiu
    Lin, Shili
    [J]. ENGINEERING LETTERS, 2006, 13 (03)
  • [5] Classification of Tumor Metastasis Data by Using Quantum kernel-based Algorithms
    Li, Tai-Yue
    Mekala, Venugopala Reddy
    Ng, Ka-Lok
    Su, Cheng-Fang
    [J]. 2022 IEEE 22ND INTERNATIONAL CONFERENCE ON BIOINFORMATICS AND BIOENGINEERING (BIBE 2022), 2022, : 351 - 354
  • [6] Heterogeneous urban traffic data and their integration through kernel-based interpolation
    Chow, Andy
    [J]. JOURNAL OF FACILITIES MANAGEMENT, 2016, 14 (02) : 165 - 178
  • [7] Classifying Breast Cancer Subtypes Using Multiple Kernel Learning Based on Omics Data
    Tao, Mingxin
    Song, Tianci
    Du, Wei
    Han, Siyu
    Zuo, Chunman
    Li, Ying
    Wang, Yan
    Yang, Zekun
    [J]. GENES, 2019, 10 (03)
  • [8] Prediction of plant complex traits via integration of multi-omics data
    Wang, Peipei
    Lehti-Shiu, Melissa D.
    Lotreck, Serena
    Aba, Kenia Segura
    Krysan, Patrick J.
    Shiu, Shin-Han
    [J]. NATURE COMMUNICATIONS, 2024, 15 (01)
  • [9] DeepDRK: a deep learning framework for drug repurposing through kernel-based multi-omics integration
    Wang, Yongcui
    Yang, Yingxi
    Chen, Shilong
    Wang, Jiguang
    [J]. BRIEFINGS IN BIOINFORMATICS, 2021, 22 (05)
  • [10] On the Spectral Property of Kernel-Based Sensor Fusion Algorithms of High Dimensional Data
    Ding, Xiucai
    Wu, Hau-Tieng
    [J]. IEEE TRANSACTIONS ON INFORMATION THEORY, 2021, 67 (01) : 640 - 670