A Parallel Algorithm for Gene Expressing Data Biclustering

被引:0
|
作者
Liu Wei [1 ]
Chen Ling [2 ,3 ]
机构
[1] Nanjing Univ Aeronaut & Astronaut, Inst Informat Sci & Technol, Nanjing, Jiangsu, Peoples R China
[2] Yangzhou Univ, Dept Comp Sci, Yangzhou, Jiangsu, Peoples R China
[3] Nanjing Univ, Natl Key Lab Novel Software Technol, Nanjing, Jiangsu, Peoples R China
关键词
bioinformatics; biclustering; gene expression data;
D O I
暂无
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Biclustering of the gene expressing data is an important task in bioinformatics. By clustering the gene expressing data obtained under different experimental conditions, function and regulatory elements of the gene sequence can be analyzed and recognized. A parallel biclustering algorithm for gene expressing data is presented. Based on the anti-monotones property of the quality of the data sets with their sizes, the algorithm starts from the data sets containing of all the 2*2 submatrices of the gene expressing data matrix, and gets the final biclusters by gradually adding columns and rows on the data sets. Experimental results show that our algorithm has superiority over other similar algorithms in terms of processing speedup and quality of clustering and efficiency.
引用
收藏
页码:71 / 77
页数:7
相关论文
共 50 条
  • [1] A Parallel Biclustering Algorithm for Gene Expressing Data
    Liu Wei
    Chen Ling
    Qu Hongyu
    Qin Ling
    [J]. ICNC 2008: FOURTH INTERNATIONAL CONFERENCE ON NATURAL COMPUTATION, VOL 1, PROCEEDINGS, 2008, : 25 - +
  • [2] A Fast Algorithm for Gene Expressing Data Biclustering
    Liu Wei
    Chen Ling
    Qin Ling
    [J]. 2008 ISECS INTERNATIONAL COLLOQUIUM ON COMPUTING, COMMUNICATION, CONTROL, AND MANAGEMENT, VOL 1, PROCEEDINGS, 2008, : 265 - +
  • [3] An Efficiency and Fast Algorithm Based on Gene Expressing Data Biclustering
    Liu Wei
    Qu Bo
    Yang Zhong-xue
    Chen Ling
    [J]. 2009 WRI WORLD CONGRESS ON SOFTWARE ENGINEERING, VOL 2, PROCEEDINGS, 2009, : 41 - +
  • [4] An improved biclustering algorithm for gene expression data
    Jin, Sheng-Hua
    Hua, Li
    [J]. Open Cybernetics and Systemics Journal, 2014, 8 : 1141 - 1144
  • [5] Evolutionary Biclustering Algorithm of Gene Expression Data
    Ayadi, Wassim
    Maatouk, Ons
    Bouziri, Hend
    [J]. 2012 23RD INTERNATIONAL WORKSHOP ON DATABASE AND EXPERT SYSTEMS APPLICATIONS (DEXA), 2012, : 206 - 210
  • [6] An improved biclustering algorithm for gene expression data
    Jin, Sheng-Hua
    Hua, Li
    [J]. Open Cybernetics and Systemics Journal, 2014, 8 (01): : 1141 - 1144
  • [7] Biclustering of gene expression data using biclustering iterative signature algorithm and biclustering coherent column
    Kumar, E. Saravana
    Vengatesan, K.
    Singh, R. P.
    Rajan, C.
    [J]. INTERNATIONAL JOURNAL OF BIOMEDICAL ENGINEERING AND TECHNOLOGY, 2018, 26 (3-4) : 341 - 352
  • [8] An Efficient Weighted Biclustering Algorithm for Gene Expression Data
    Jia, Yankun
    Li, Yidong
    Liu, Wenhua
    Dong, Hairong
    [J]. 2016 17TH INTERNATIONAL CONFERENCE ON PARALLEL AND DISTRIBUTED COMPUTING, APPLICATIONS AND TECHNOLOGIES (PDCAT), 2016, : 336 - 341
  • [9] Biclustering of gene expression data using genetic algorithm
    Chakraborty, A
    Maka, H
    [J]. PROCEEDINGS OF THE 2005 IEEE SYMPOSIUM ON COMPUTATIONAL INTELLIGENCE IN BIOINFORMATICS AND COMPUTATIONAL BIOLOGY, 2005, : 17 - 24
  • [10] Biclustering gene expression data by an improved optimal algorithm
    Wang, MingQian
    Tian, Wei
    Kang, Hao
    Gao, WenJu
    [J]. MECHATRONICS AND INDUSTRIAL INFORMATICS, PTS 1-4, 2013, 321-324 : 2223 - 2226