應用增長層級式自我組織映射圖於歷年研究主題圖之呈現

Multi-Layer Visual Presentation of Annual Research Topics Using Growing Hierarchical Self-Organizing Map

姜國輝(Johannes K. Chiang)；楊喻翔(Yu-Xiang Yang)

增長層級式自我組織映射圖 ； 主題圖 ； 利他 ； 歷年 ； Growing Hierarchical Self-Organizing Map (GHSOM) ； Topic map ； Altruism ； Annual

圖書資訊學研究

6卷2期（2012 / 06 / 01）

1 - 35

繁體中文

本研究以增長層級式自我組織映射圖（Growing Hierarchical Self-Organizing Map, GHSOM）分析出利他研究文獻中重要的歷年研究主題及概念交涉關係。本研究除了將年度的因素考慮主題分析之外，利用GHSOM除了提供之前自我組織映射圖（Self-Organizing Map, SOM）能重要研究主題上的論文分布情形與主題彼此之間的視覺化，它更改進了SOM的二個缺點，無法自動確定大小的映射圖及表達出資料之間的階層性。本研究利用利他相關文獻作範例，分析結果除了提供這些學科的所關注的主題及學科之間交互關係，有助我們快速掌握研究文獻所呈現的研究概況。

The purpose of this study was to propose a hierarchical, annual research topic maps using Growing Hierarchical Self-Organizing Map (GHSOM), an improved Self-Organizing Map (SOM) algorithm. Unlike SOM, GHSOM can implement a dynamic architecture automatically and represents the hierarchical relations of results. The topic map illustrated the delicate intertwining of topics of annual research and provided a more explicit illustration of the concepts within each subject area. After taking up one example of altruism, this study suggests that topic map may disclose some important annual research topics from a whole bunch of data.

1. Fehr, E.,Fischbacher, U.(2003).The nature of human altruism.Nature,425,785-791.
   連結：
2. 林頌堅(2010)。利用自組織映射圖技術的研究主題視覺呈現及其在資訊傳播學領域的應用。圖書資訊學研究，5(1)，23-49。
   連結：
3. Web of Science. (2009). Web of Science databases. Retrieved September 16, 2011, from http://images.isiknowledge.com/WOKRS49B3/help/WOS/h_database.html
4. Andreoni, J.(1990).Impure altruism and donations to public goods: A theory of warm-glow giving.The Economic Journal,100,464-477.
5. Arnold, E.(2008).Explaining altruism: A simulation-based approach and its limits.Frankfurt, Germany:Ontos Verlag.
6. Axelrod, R.(2006).The evolution of cooperation.New York:Basic Books.
7. Axelrod, R.(1997).The complexity of cooperation: Agent-based models of competition and collaboration.Princeton, NJ:Princeton Univ Press.
8. Axelrod, R.,Hamilton, W. D.(1981).The evolution of cooperation.Science,211,1390-1396.
9. Campanario, J.(1995).Using neural networks to study networks of scientific journals.Scientometrics,33,23-40.
10. Card, S. K.,Mackinlay, J. D.,Shneiderman, B.(1999).Readings in information visualization: Using vision to think.San Francisco:Morgan Kaufmann.
11. Chau, M.,Huang, Z.,Qin, J.,Zhou, Y.,Chen, H.(2006).Building a scientific knowledge web portal: The NanoPort experience.Decision Support Systems,42,1216-1238.
12. Conner, M.,Armitage, C. J.(1998).Extending the theory of planned behavior: A review and avenues for further research.Journal of Applied Social Psychology,28,1429-1464.
13. Dawkins, R.(2006).The selfish gene.New York:Oxford University Press.
14. Ding, Y.,Chowdhury, G. G.,Foo, S.(2001).Bibliometric cartography of information retrieval research by using co-word analysis.Information Processing & Management,37,817-842.
15. Dittenbach, M.,Merkl, D.,Rauber, A.(2000).The growing hierarchical selforganizing map.Proceedings of the Int'l Joint Conference on Neural Networks,Los Alamitos, CA:
16. Dittenbach, M.,Rauber, A.,Merkl, D.(2002).Uncovering hierarchical structure in data using the growing hierarchical self-organizing map.Neurocomputing,48(1-4),199-216.
17. Fehr, E.,Gächter, S.(2002).Altruistic punishment in humans.Nature,415,137-140.
18. Fritzke, B.(1995).Growing grid-A self-organizing network with constant neighborhood range and adaptation strength.Neural Processing Letters,2(5),9-13.
19. Goodman, R.(1997).The strengths and difficulties questionnaire: A research note.Journal of Child Psychology and Psychiatry,38,581-586.
20. Goodman, R.(2001).Psychometric properties of the strengths and difficulties questionnaire.Journal of the American Academy of Child & Adolescent Psychiatry,40,1337-1345.
21. Gurpp, H.(ed.)(1992).Dynamics of science-based innovations.Berlin, Germany:Springe.
22. Hamilton, W. D.(1964).The genetical evolution of social behaviour. II.Journal of Theoretical Biology,7,17-52.
23. Hammond, R. A.,Axelrod, R.(2006).Evolution of contingent altruism when cooperation is expensive.Theoretical Population Biology,69,333-338.
24. Hammond, R. A.,Axelrod, R.(2006).The evolution of ethnocentrism.Journal of Conflict Resolution,50,926-936.
25. Hassan, E.(2003).Simultaneous mapping of interactions between scientific and technological knowledge bases: The case of space communications.Journal of the American Society for Information Science and Technology,54,462-468.
26. Hoffmann, R.(2000).Twenty years on: The evolution of cooperation revisited.Journal of Artificial Societies and Social Simulation,3,1390-1396.
27. Kohonen, T.(1982).Self-organized formation of topologically correct feature maps.Biological Cybernetics,43,59-69.
28. Kohonen, T.,Kaski, S.,Lagus, K.,Salojarvi, J.,Honkela, J.,Paatero, V.(2000).Self organization of a massive document collection.IEEE Transactions on Neural Networks,11,574-585.
29. Leydesdorff, L.(1987).Various methods for the mapping of science.Scientometrics,11,295-324.
30. Li, S.-T.,Chang, W.-C.(2009).Design and evaluation of a layered thematic knowledge map system.Journal of Computer Information Systems,49(2),92-103.
31. Nowak, M. A.,Sigmund, K.(1998).Evolution of indirect reciprocity by image scoring.Nature,393,573-577.
32. Noyons, E. C. M.(2001).Bibliometric mapping of science in a policy context.Scientometrics,50,83-98.
33. Noyons, E. C. M.,van Raan, A. F. J.(1998).Monitoring scientific developments from a dynamic perspective: Self-organized structuring to map neural network research.Journal of the American Society for Information Science,49,68-81.
34. Pratto, F.,Sidanius, J.,Stallworth, L. M.,Malle, B. F.(1994).Socialdominance orientation: A personality variable predicting social and political attitudes.Journal of Personality and Social Psychology,67,741-763.
35. Preston, S. D.,de Waal, F. B. M.(2002).Empathy: Its ultimate and proximate bases.Behavioral and Brain Sciences,25,1-20.
36. Price, D. J. S.(1965).Networks of scientific papers.Science,149,510-515.
37. Rauber, A.,Merkl, D.,Dittenbach, M.(2002).The growing hierarchical selforganizing map: Exploratory analysis of high-dimensional data.IEEE Transactions on Neural Networks,13,1331-1341.
38. Salton, G.(1989).Automatic text processing: The transformation, analysis, and retrieval of information by computer.Boston:Addison-Wesley.
39. Shih, J.-Y.,Chang, Y.-J.,Chen, W.-H.(2008).Using GHSOM to construct legal maps for Taiwan's securities and futures markets.Expert Systems with Applications,34,850-858.
40. Torra, V.,Miyamoto, S.,Lanau, S.(2005).Exploration of textual document archives using a fuzzy hierarchical clustering algorithm in the GAMBAL system.Information Processing & Management,41,587-598.
41. Trivers, R. L.(1971).The evolution of reciprocal altruism.The Quarterly Review of Biology,46,35-57.
42. Vallerand, R. J.(1997).Toward a hierarchical model of intrinsic and extrinsic motivation.Advances in Experiment Social Psychology,29,271-360.
43. Wilson, E. O.(1975).Sociobiology: The new synthesis.Cambridge, MA:Harvard University Press.
44. Wolfram, D.(2003).Applied informetrics for information retrieval research.Westport, CT:Greenwood.
45. Yang, Y. H.,Tsaih, R. H.(2010).An investigation of research on evolution of altruism using informetric methods and the growing hierarchical selforganizing map.Malaysian Journal of Library & Information Science,15(3),1-17.
46. Yang, Y. H.,Tsaih, R. H.,Bhikshu, H.(2011).The research of multi-layer topic map analysis using co-word analysis with growing hierarchical selforganizing map.International Journal of Digital Content Technology and Its Applications,5,355-363.
47. Zhu, B.,Chen, H.(2005).Information visualization.Annual Review of Information Science and Technology,39(1),139-177.

1. 謝佳容、陳良駒、范俊平(2016)。網路作戰安全與管理主題實證探索之研究－使用GHSOM 技術。資訊管理學報，23(1)，99-128。