Stochastic complexity as a taxonomic tool

被引:10
作者
Gyllenberg, HG
Gyllenberg, M [1 ]
Koski, T
Lund, T
机构
[1] Univ Turku, Dept Math, Turku 20014, Finland
[2] Univ Helsinki, Inst Biotechnol, Helsinki 00014, Finland
[3] Royal Inst Technol, Dept Math, S-10044 Stockholm, Sweden
基金
芬兰科学院;
关键词
classification; dendrogram; Enterobacteriaceae; information content; numerical taxonomy; stochastic complexity;
D O I
10.1016/S0169-2607(98)00009-1
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
In this paper we propose a method of constructing a hierarchial classification based on the notion of stochastic complexity. Minimization of stochastic complexity amounts to maximization of the information content of the classification. A dendrogram is obtained by first finding the classification which minimizes stochastic complexity and then by step-wise merging of groups such that at each step there is a minimum loss of information. The method was applied to a database containing 5313 strains of Enterobacteriaceae. The results are in reasonable accordance with present-day views on the taxonomy of Enterobacteriaceae. (C) 1998 Elsevier Science Ireland Ltd. All rights reserved.
引用
收藏
页码:11 / 22
页数:12
相关论文
共 15 条
[1]   INFORMATION MEASURE FOR HIERARCHICAL CLASSIFICATION [J].
BOULTON, DM ;
WALLACE, CS .
COMPUTER JOURNAL, 1973, 16 (03) :254-261
[2]  
Brenner D.J., 1984, BERGEYS MANUAL SYSTE, VI, P408
[3]  
Brenner D. J., 1992, PROKARYOTES, V3, P2673
[4]  
Buneman P, 1974, J COMBINATORIAL TH B, V17, P48, DOI DOI 10.1016/0095-8956(74)90047-1
[5]   UNROOTED TREES FOR NUMERICAL TAXONOMY [J].
DOBSON, AJ .
JOURNAL OF APPLIED PROBABILITY, 1974, 11 (01) :32-42
[6]   BIOCHEMICAL-IDENTIFICATION OF NEW SPECIES AND BIOGROUPS OF ENTEROBACTERIACEAE ISOLATED FROM CLINICAL SPECIMENS [J].
FARMER, JJ ;
DAVIS, BR ;
HICKMANBRENNER, FW ;
MCWHORTER, A ;
HUNTLEYCARTER, GP ;
ASBURY, MA ;
RIDDLE, C ;
WATHENGRADY, HG ;
ELIAS, C ;
FANNING, GR ;
STEIGERWALT, AG ;
OHARA, CM ;
MORRIS, GK ;
SMITH, PB ;
BRENNER, DJ .
JOURNAL OF CLINICAL MICROBIOLOGY, 1985, 21 (01) :46-76
[7]  
FARRIS JS, 1978, SYST ZOOLOG, V28, P482
[8]  
GARRIS JS, 1982, SYST ZOOLOG, V31, P483
[9]   MAXIMAL PREDICTIVE CLASSIFICATION [J].
GOWER, JC .
BIOMETRICS, 1974, 30 (04) :643-654
[10]   Classification of Enterobacteriaceae by minimization of stochastic complexity [J].
Gyllenberg, HG ;
Gyllenberg, M ;
Koski, T ;
Lund, T ;
Schindler, J ;
Verlaan, M .
MICROBIOLOGY-UK, 1997, 143 :721-732