Using neural networks to study networks of scientific journals

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.

[1]  Leah A. Lievrouw,et al.  Triangulation as a research strategy for identifying invisible colleges among biomedical scientists , 1987 .

[2]  Patrick Doreian,et al.  Structural equivalence in a journal network , 1985, J. Am. Soc. Inf. Sci..

[3]  Patrick Doreian,et al.  A revised measure of standing of journals in stratified networks , 2005, Scientometrics.

[4]  Loet Leydesdorff,et al.  Various methods for the mapping of science , 1987, Scientometrics.

[5]  H. Macfie,et al.  An application of unsupervised neural network methodology Kohonen topology-Preserving mapping) to QSAR analysis , 1991 .

[6]  Francis Narin,et al.  Interrelationships of scientific journals , 1972, J. Am. Soc. Inf. Sci..

[7]  Tatsuki Saito,et al.  A clustering method using the strength of citation , 1990, J. Inf. Sci..

[8]  Manfred Bonitz Journal ranking by different parameter. Part I. Collectivity and selective collectivity: Two ranking parameters reflecting the structure of a journal network , 2005, Scientometrics.

[9]  G. G. Stokes "J." , 1890, The New Yale Book of Quotations.

[10]  Wolfgang Glänzel,et al.  Journal citation measures: a concise review , 1988, J. Inf. Sci..

[11]  Teuvo Kohonen,et al.  Self-organized formation of topologically correct feature maps , 2004, Biological Cybernetics.

[12]  Gabriel Pinski,et al.  Influence and Interrelationship of Chemical Journals , 1977, J. Chem. Inf. Comput. Sci..

[13]  K. McCain The Paper Trails of Scholarship: Mapping the Literature of Genetics , 1986, The Library Quarterly.

[14]  Teuvo Kohonen,et al.  The self-organizing map , 1990 .

[15]  E. Garfield,et al.  The geography of science: disciplinary and national mappings , 1985 .

[16]  T. Kohonen Analysis of a simple self-organizing process , 1982, Biological Cybernetics.

[17]  Philippe G. Schyns,et al.  A Modular Neural Network Model of Concept Acquisition , 1991, Cogn. Sci..

[18]  PATRICK DOREIAN,et al.  A Measure of Standing for Citation Networks Within a Wider Environment , 1994, Inf. Process. Manag..

[19]  H. Ritter,et al.  Convergence properties of Kohonen's topology conserving maps: fluctuations, stability, and dimension selection , 1988, Biological Cybernetics.

[20]  Nobuyuki Midorikawa,et al.  Citation analysis of physics journals: Comparison of subfields of physics , 1983, Scientometrics.

[21]  Henry G. Small,et al.  Macro-level changes in the structure of co-citation clusters: 1983–1989 , 2005, Scientometrics.