A LINEAR ALGORITHM FOR COMPUTING AUTOMORPHIC EQUIVALENCE CLASSES - THE NUMERICAL SIGNATURES APPROACH

被引:6
作者
SPARROW, MK [1 ]
机构
[1] HARVARD UNIV,CAMBRIDGE,MA 02138
关键词
D O I
10.1016/0378-8733(93)90003-4
中图分类号
Q98 [人类学];
学科分类号
030303 ;
摘要
An efficient method for computing role (automorphic) equivalences in large networks is described. Numerical signatures (real numbers) are generated for each node. Role-identical nodes share common numerical signatures. The decomposition of the node set into classes by reference to the numerical signatures helps determine the automorphic equivalence classes of a network. The technique is applicable to symmetric and directed networks, and to graphs with multiple link types. The algorithm is linear with respect to the number of links in the network. Its theoretical foundation exploits properties of transcendental numbers.
引用
收藏
页码:151 / 170
页数:20
相关论文
共 22 条
[1]  
ADELSONVELSKII GM, 1969, SOV MATH DOKL, V10, P440
[2]  
[Anonymous], 1971, J MATH SOCIOL, DOI [DOI 10.1080/0022250X.1971.9989788, 10.1080/0022250X.1971.9989788]
[3]  
Biggs NL., 1974, ALGEBRAIC GRAPH THEO
[4]   A COMMENT ON DOREIAN REGULAR EQUIVALENCE IN SYMMETRIC STRUCTURES [J].
BORGATTI, S .
SOCIAL NETWORKS, 1988, 10 (03) :265-271
[5]  
Borwein J.M., 1987, PI AGM STUDY ANAL NU
[6]   ALGORITHM FOR CLUSTERING RELATIONAL DATA WITH APPLICATIONS TO SOCIAL NETWORK ANALYSIS AND COMPARISON WITH MULTIDIMENSIONAL-SCALING [J].
BREIGER, RL ;
BOORMAN, SA ;
ARABIE, P .
JOURNAL OF MATHEMATICAL PSYCHOLOGY, 1975, 12 (03) :328-383
[8]   DETECTING ROLE EQUIVALENCE [J].
BURT, RS .
SOCIAL NETWORKS, 1990, 12 (01) :83-97
[9]   MEASURING REGULAR EQUIVALENCE IN SYMMETRICAL STRUCTURES [J].
DOREIAN, P .
SOCIAL NETWORKS, 1987, 9 (02) :89-107
[10]   BORGATTI TOPPINGS ON DOREIAN SPLITS - REFLECTIONS ON REGULAR EQUIVALENCE [J].
DOREIAN, P .
SOCIAL NETWORKS, 1988, 10 (03) :273-285