Integrative Sufficient Dimension Reduction Methods for Multi-Omics Data Analysis

被引：1
|
作者：
Jain, Yashita [1 ]
Ding, Shanshan [2 ]
机构：
[1] Univ Delaware, Ctr Bioinformat & Computat Biol, Newark, DE 19716 USA
[2] Univ Delaware, Ctr Bioinformat & Computat Biol, Appl Econ & Stat, Newark, DE 19716 USA
来源：
ACM-BCB' 2017: PROCEEDINGS OF THE 8TH ACM INTERNATIONAL CONFERENCE ON BIOINFORMATICS, COMPUTATIONAL BIOLOGY,AND HEALTH INFORMATICS | 2017年
关键词：
integrative genomic analysis; supervised learning; sufficient dimension reduction; sliced inverse regression; bioinformatics; MICRORNA EXPRESSION PROFILES;
D O I：
10.1145/3107411.3108225
中图分类号：
Q [生物科学];
学科分类号：
07 ; 0710 ; 09 ;
摘要：
引用
收藏
页码：616 / 616
页数：1
相关论文
共 50 条
  • [1] Dimension reduction techniques for the integrative analysis of multi-omics data
    Meng, Chen
    Zeleznik, Oana A.
    Thallinger, Gerhard G.
    Kuster, Bernhard
    Gholami, Amin M.
    Culhane, Aedin C.
    BRIEFINGS IN BIOINFORMATICS, 2016, 17 (04) : 628 - 641
  • [2] Integrative clustering methods for multi-omics data
    Zhang, Xiaoyu
    Zhou, Zhenwei
    Xu, Hanfei
    Liu, Ching-Ti
    WILEY INTERDISCIPLINARY REVIEWS-COMPUTATIONAL STATISTICS, 2022, 14 (03)
  • [3] Evaluation of integrative clustering methods for the analysis of multi-omics data
    Chauvel, Cecile
    Novoloaca, Alexei
    Veyre, Pierre
    Reynier, Frederic
    Becker, Jeremie
    BRIEFINGS IN BIOINFORMATICS, 2020, 21 (02) : 541 - 552
  • [4] Comparative analysis of integrative classification methods for multi-omics data
    Novoloaca, Alexei
    Broc, Camilo
    Beloeil, Laurent
    Yu, Wen-Han
    Becker, Jeremie
    BRIEFINGS IN BIOINFORMATICS, 2024, 25 (04)
  • [5] A primer on correlation-based dimension reduction methods for multi-omics analysis
    Downing, Tim
    Angelopoulos, Nicos
    JOURNAL OF THE ROYAL SOCIETY INTERFACE, 2023, 20 (207)
  • [6] Knowledge-guided learning methods for integrative analysis of multi-omics data
    Li, Wenrui
    Ballard, Jenna
    Zhao, Yize
    Long, Qi
    COMPUTATIONAL AND STRUCTURAL BIOTECHNOLOGY JOURNAL, 2024, 23 : 1945 - 1950
  • [7] Integrative analysis of multi-omics data for liquid biopsy
    Chen, Geng
    Zhang, Jing
    Fu, Qiaoting
    Taly, Valerie
    Tan, Fei
    BRITISH JOURNAL OF CANCER, 2023, 128 (04) : 702 - 702
  • [8] Correction: Integrative analysis of multi-omics data for liquid biopsy
    Geng Chen
    Jing Zhang
    Qiaoting Fu
    Valerie Taly
    Fei Tan
    British Journal of Cancer, 2023, 128 : 702 - 702
  • [9] Sliced inverse regression for integrative multi-omics data analysis
    Jain, Yashita
    Ding, Shanshan
    Qiu, Jing
    STATISTICAL APPLICATIONS IN GENETICS AND MOLECULAR BIOLOGY, 2019, 18 (01)
  • [10] MODMatcher: Multi-Omics Data Matcher for Integrative Genomic Analysis
    Yoo, Seungyeul
    Huang, Tao
    Campbell, Joshua D.
    Lee, Eunjee
    Tu, Zhidong
    Geraci, Mark W.
    Powell, Charles A.
    Schadt, Eric E.
    Spira, Avrum
    Zhu, Jun
    PLOS COMPUTATIONAL BIOLOGY, 2014, 10 (08)
12345