USING NEURAL NETWORKS TO STUDY NETWORKS OF SCIENTIFIC JOURNALS

被引:18
作者
CAMPANARIO, JM
机构
[1] Grupo de Investigación en Aprendizaje de las Ciencias, Departamento de Física, Universidad de Alcalá, Alcalá de Henares Madrid
关键词
D O I
10.1007/BF02020773
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
In this paper a new,approach to study science dynamics is introduced. This approach is based in the use of Kohonen preserving topology maps, a kind of neural network. Four data set consisting in cross-citation matrix are studied using this approach. Relations maps and domains maps are computed for these data sets and interrelationships among journals are studied. This approach allow to stude both, hierarchical journal structure in a given time and evolution of relations among journals in a given time lag.
引用
收藏
页码:23 / 40
页数:18
相关论文
共 40 条
[1]   JOURNAL RANKING BY DIFFERENT PARAMETERS .1. COLLECTIVITY AND SELECTIVE COLLECTIVITY - 2 RANKING PARAMETERS REFLECTING THE STRUCTURE OF A JOURNAL NETWORK [J].
BONITZ, M .
SCIENTOMETRICS, 1990, 18 (1-2) :57-73
[2]   CLUSTERING OF SCIENTIFIC JOURNALS [J].
CARPENTER, MP ;
NARIN, F .
JOURNAL OF THE AMERICAN SOCIETY FOR INFORMATION SCIENCE, 1973, 24 (06) :425-436
[3]  
DIXON B, 1989, CURR CONTENTS, V15, P4
[4]   STRUCTURAL EQUIVALENCE IN A JOURNAL NETWORK [J].
DOREIAN, P ;
FARARO, TJ .
JOURNAL OF THE AMERICAN SOCIETY FOR INFORMATION SCIENCE, 1985, 36 (01) :28-37
[5]   A MEASURE OF STANDING FOR CITATION NETWORKS WITHIN A WIDER ENVIRONMENT [J].
DOREIAN, P .
INFORMATION PROCESSING & MANAGEMENT, 1994, 30 (01) :21-31
[6]   A REVISED MEASURE OF STANDING OF JOURNALS IN STRATIFIED NETWORKS [J].
DOREIAN, P .
SCIENTOMETRICS, 1987, 11 (1-2) :71-80
[7]  
GARFIELD E, 1986, CURR CONTENTS, V1, P3
[8]  
Hertz J, 1991, INTRO THEORY NEURAL
[9]   CONNECTIVITY IN A CITATION NETWORK - THE DEVELOPMENT OF DNA THEORY [J].
HUMMON, NP ;
DOREIAN, P .
SOCIAL NETWORKS, 1989, 11 (01) :39-63
[10]   ANALYSIS OF A SIMPLE SELF-ORGANIZING PROCESS [J].
KOHONEN, T .
BIOLOGICAL CYBERNETICS, 1982, 44 (02) :135-140