Open source clustering software

被引:2427
作者
de Hoon, MJL
Imoto, S
Nolan, J
Miyano, S
机构
[1] Univ Tokyo, Inst Med Sci, Ctr Human Genome, Minato Ku, Tokyo 1088639, Japan
[2] Univ Calif, Santa Cruz Extens Silicon Valley, Cupertino, CA 95014 USA
关键词
D O I
10.1093/bioinformatics/bth078
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
We have implemented k-means clustering, hierarchical clustering and self-organizing maps in a single multipurpose open-source library of C routines, callable from other C and C++ programs. Using this library, we have created an improved version of Michael Eisen's well-known Cluster program for Windows, Mac OS X and Linux/Unix. In addition, we generated a Python and a Perl interface to the C Clustering Library, thereby combining the flexibility of a scripting language with the speed of C.
引用
收藏
页码:1453 / 1454
页数:2
相关论文
共 9 条
[1]  
ASCHER D, 2001, NUMERICAL PHYTHON
[2]   Cluster analysis and display of genome-wide expression patterns [J].
Eisen, MB ;
Spellman, PT ;
Brown, PO ;
Botstein, D .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 1998, 95 (25) :14863-14868
[3]  
Friedman J., 2001, The elements of statistical learning, V1, DOI DOI 10.1007/978-0-387-21606-5
[4]   Molecular classification of cancer: Class discovery and class prediction by gene expression monitoring [J].
Golub, TR ;
Slonim, DK ;
Tamayo, P ;
Huard, C ;
Gaasenbeek, M ;
Mesirov, JP ;
Coller, H ;
Loh, ML ;
Downing, JR ;
Caligiuri, MA ;
Bloomfield, CD ;
Lander, ES .
SCIENCE, 1999, 286 (5439) :531-537
[5]   THE SELF-ORGANIZING MAP [J].
KOHONEN, T .
PROCEEDINGS OF THE IEEE, 1990, 78 (09) :1464-1480
[6]  
Kohonen T, 2001, SELF ORG MAPS, DOI [10.1007/978-3-642-56927-2_1, DOI 10.1007/978-3-642-56927-2_1]
[7]   Interpreting patterns of gene expression with self-organizing maps: Methods and application to hematopoietic differentiation [J].
Tamayo, P ;
Slonim, D ;
Mesirov, J ;
Zhu, Q ;
Kitareewan, S ;
Dmitrovsky, E ;
Lander, ES ;
Golub, TR .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 1999, 96 (06) :2907-2912
[8]   Systematic determination of genetic network architecture [J].
Tavazoie, S ;
Hughes, JD ;
Campbell, MJ ;
Cho, RJ ;
Church, GM .
NATURE GENETICS, 1999, 22 (03) :281-285
[9]  
Teukolsky SA, 1992, NUMERICAL RECIPES C, VSecond