题名

運用自動內容分析技術探析觀光與旅遊領域研究主題與趨勢

并列篇名

Applying Automatic Content Analysis to Identify Research Themes and Trends in the Tourism and Travel Fields

DOI

10.6130/JORS.201903_32(1).0001

作者

原友蘭(Yulan Yuan);曾元顯(Yuen-Hsien Tseng);何昶鴛(Chaang-Iuan Ho)

关键词

書目對分析法 ; 文字探勘 ; 觀光與旅遊研究趨勢 ; Bibliographic coupling analysis ; Text mining ; Tourism and travel research trend

期刊名称

戶外遊憩研究

卷期/出版年月

32卷1期(2019 / 03 / 01)

页次

1 - 32

内容语文

繁體中文

中文摘要

研究的基礎立基於掌握研究議題與趨勢。承此,本文使用自動內容分析工具(CATAR),以書目對分析法,多階層主題凝聚(Clustering)技術,分析16本觀光與旅遊領域期刊之文章,目的在瞭解1997到2016年間之研究主題與各主題發展趨勢。研究結果顯示20年間所發表的6867篇研究文獻,可歸納為七大主題;依序為觀光客、在地人與地方,生態旅遊與永續發展,觀光產業結構與市場剖析,目的地經營管理,觀光經濟與政策,組織效能與公民參與,分享經濟與科技應用。從主題發表量的變化可見研究主題的變化,以及研究主題裂解出更多的分枝。值得注意的是「觀光客、在地人與地方的關係與互動」持續吸引學者們的投入。研究結果亦顯示觀光與旅遊領域知識的創新與建構受到少數關鍵文獻的影響。

英文摘要

This paper analyzes tourism research trends based on more than 6000 papers from 16 journals between 1997 and 2016 using bibliographic coupling and citation methods. Unlike previous studies based on expert opinion and manual calculations, this study adopts a content mining tool to process a large volume of data so as to obtain relatively objective research topics and their trends. The result provides an overview of the research during the past 20 years for further study or for teaching reference. This study shows that the research topics become diversified as the world changes. New topics emerge with the advent of new technology and novel management in society. Mobile technology and the rise of the co-sharing economy are the two salient examples. In the future, climate change, artificial intelligence, unmanned vehicles, and big data will attract significant attention and become the major research topics in tourism. It is worth noting that Topic 1, Tourists, Locals, and Places, accounts for 90.6% and has continuously drawn scholars' attention over the past 20 years. The shifts in research focus suggest that the interests of tourism scholars change along with contemporary events, such as technology development, new business models, international incidents, or environmental changes, all of which have an influence on research trends. The analytical result also revealed the creation of tourism knowledge derived from a few groups of key articles.

主题分类 人文學 > 地理及區域研究
社會科學 > 體育學
参考文献
  1. 邵軒磊, H.,曾元顯, Y. H.(2018)。文字探勘技術輔助主題分析-以 「 中國大陸研究 」 期刊為例。問題與研究季刊,57(1),29-62。
    連結:
  2. 曹勝雄, S. H.,王國欽, K. C.,張德儀, T. Y.,王偉琴, W. C.(2008)。台灣觀光休閒餐旅相關學術著作表現之研究。戶外遊憩研究,21(3),81-99。
    連結:
  3. 曾元顯, Y. H.,林瑜一, Y. I(2011)。內容探勘技術在教育評鑑研究發展趨勢分析之應用。教育科學研究期刊,56(1),129-166。
    連結:
  4. 黃慕萱, M. H.,張郁蔚, Y. W.(2006)。人文社會學者學術評鑑指標之探討。圖書資訊學刊,4(2),17-47。
    連結:
  5. Ballantyne, R.,Packer, J.,Axelsen, M.(2009).Trends in tourism research.Annals of Tourism Research,36,149-152.
  6. Becher, T.,Trowler, P. R.(2001).Academic tribes and territories: Intellectual enquiry and the culture of disciplines.Buckingham, UK:McGraw-Hill Education.
  7. Benckendorff, P. J.,Sheldon, P. J.,Fesenmaier, D. R.(2014).Tourism information technology.Wallingford:CABI.
  8. Borgman, C. L.(1989).Bibliometrics and scholarly communication: Editor's introduction.Communication Research,16(5),583-599.
  9. Borgman, C. L.,Furner, J.(2002).Scholarly communication and bibliometrics.Annual Review of Information Science and Technology,36(1),2-72.
  10. Bornmann, L.,Mutz, R.(2015).Growth rates of modern science: A bibliometric analysis based on the number of publications and cited references.Journal of the Association for Information Science and Technology,66(11),2215-2222.
  11. Botterill, D.(2001).The epistemology of a set of tourism studies.Leisure Studies,20(3),199-214.
  12. Boyack, K. W.,Klavans, R.,Börner, K.(2005).Mapping the backbone of science.Scientometrics,64(3),351-374.
  13. Budge, I.,Pennings, P.(2007).Do they work? Validating computerised word frequency estimates against policy series.Electoral Studies,26(1),121-129.
  14. Chang, Y. H.,Chang, C. Y.,Tseng, Y. H.(2010).Trends of science education research: An automatic content analysis.Journal of Science Education and Technology,19(4),315-331.
  15. Chapman, P.,Clinton, J.,Kerber, R.,Khabaza, T.,Reinartz, T.,Shearer, C.,Wirth, R.(2000).CRISP-DM 1.0 Step-by-step Data Mining Guide.Chicago, IL:The CRISP-DM consortium.
  16. Chen, T. T.,Hsieh, L. C.(2006).Uncovering the latent underlying domains of a research field: Knowledge visualization revealed.Tenth International Conference on Information Visualisation (IV'06)
  17. Falagas, M. E.,Pitsouni, E. I.,Malietzis, G. A.,Pappas, G.(2008).Comparison of PubMed, Scopus, web of science, and Google scholar: Strengths and weaknesses.The FASEB Journal,22(2),338-342.
  18. Ferreira, F. A. F.(2018).Mappping the field of arts-based management: Bibliographic coupling and co-citation analyses.Journal of Business Research,85,348-357.
  19. Grimmer, J.,King, G.(2011).General purpose computer-assisted clustering and conceptualization.National Academy of Sciences,108(7),2643-2650.
  20. Grimmer, J.,Stewart, B. M.(2013).Text as data: The promise and pitfalls of automatic content analysis methods for political texts.Political Analysis,21(3),267-297.
  21. Henderson, J(2005).Google Scholar: A source for clinicians?.Canadian Medical Association Journal,172(12),1549-1550.
  22. Holsti, O. R.(1969).Content analysis for the social sciences and humanities.Reading, MA:Addision-Wesley.
  23. Jafari, J,Ritchie, J. B.(1981).Toward a framework for tourism education: Problems and prospects.Annals of Tourism Research,8(1),13-34.
  24. Jogaratnam, G.,Chon, K.,McCleary, K.,Mena, M.,Yoo, J.(2005).An analysis of institutional contributors to three major academic tourism journals: 1992-2001.Tourism Management,26(5),641-648.
  25. Kessler, M. M.(1963).Bibliographic coupling between scientific papers.Journal of the Association for Informtion Science and Technology,14(1),10-25.
  26. Krippendorff, K.(1980).Content analysis: An introduction to its methodology.London:Sage Publication.
  27. Lasswell, H. D. (1948). The structure and function of communication in society. Ietişim kuram ve araştırma dergisi, 24, 215-228.
  28. Law, R.,Leung, R.,Buhalis, D.(2010).An analysis of academic leadership in hospitality and tourism journals.Journal of Hospitality & Tourism Research,34(4),455-477.
  29. Lee, H. A.,Au, N.,Li, G.,Law, R.(2014).An insight into research performance through a citation counting analysis.Journal of Hospitality and Tourism Management,21,54-63.
  30. Leiper, N.(1979).The framework of tourism: Towards a definition of tourism, tourist, and the tourist industry.Annals of Tourism Research,6(4),390-407.
  31. Lin, J. Y.,Rosenblatt, D.(2012).Shifting patterns of economic growth and rethinking development.Journal of Economic Policy Reform,15(3),171-194.
  32. McKercher, B.(2008).A citation analysis of tourism scholars.Tourism Management,29(6),1226-1232.
  33. McKercher, B.(2007).A study of prolific authors in 25 tourism and hospitality journals.Journal of Hospitality & Tourism Education,19(2),23-30.
  34. Moed, H. F.(2005).Citation analysis in research evaluation.Leiden, Netherlands:Springer Science & Business Media.
  35. Mortenson, M. J.,Vidgen, R.(2016).A computational literature review of the technology acceptance model.International Journal of Information Management,36(6),1248-1259.
  36. Pan, S.,Chon, K.,Song, H.(2008).Visualizing tourism trends: A combination of ATLAS.ti and BiPlot.Journal of Travel Research,46(3),339-348.
  37. Salton, G.,Allan, J.,Buckley, C.,Singhal, A.(1994).Automatic analysis, theme generation and summarization of machine- readable texts.Science,264(5164),1421-1426.
  38. Schmidgall, R.,Woods, R. H.,Hardigree, C.(2007).Hospitality's most influential scholars: Fifteen years of citation analyses (1989–2004).Journal of Hospitality & Tourism Education,19(2),32-43.
  39. Sheldon, P. J.(1991).An authorship analysis of tourism research.Annals of Tourism Research,18(3),473-484.
  40. Slaughter, S.,Leslie, L. L.(1997).Academic capitalism: Politics, policies, and the entrepreneurial university.Baltimore, MD:The Johns Hopkins University Press.
  41. Smith, L. C.(1981).Citation analysis.Library Trends,30(1),83-106.
  42. Stemler, S.(2001).An overview of content analysis.Practical Assessment, Research & Evaluation,7(17),137-146.
  43. Swain, M. B.,Brent, M.,Long, V. H.(1998).Annals and tourism evolving. Indexing 25 years of publication.Annals of Tourism Research,25,991-1014.
  44. Testa, J.(2011).The globalization of Web of Science: 2005-2010.Philadelphia, PA:Thomson Reuters.
  45. Tribe, J.,Xiao, H.(2011).Developments in tourism social science.Annals of Tourism Research,38,7-26.
  46. Tseng, Y. H.(2010).Generic title labeling for clustered documents.Expert Systems with Applications,37(3),2247-2254.
  47. Tseng, Y. H. (2010a). Content Analysis Toolkit for Academic Research (CATAR). Retrieved December 15, 2017, from http://web.ntnu.edu.tw/~samtseng/CATAR/
  48. Tseng, Y. H.,Chang, C. Y.,Tutwiler, M. S.,Lin, M. C.,Barufaldi, J. P.(2013).A scientometric analysis of the effectiveness of Taiwan's educational research projects.Scientometrics,95(3),1141-1166.
  49. Tseng, Y.-H.,Tsay, M.-Y.(2013).Journal clustering of library and information science for subfield delineation using the bibliometric analysis toolkit: CATAR.Scientometrics,95(2),503-528.
  50. Van Doren, C. S.,Holland, S. M.,Crompton, J. L.(1984).Publishing in the primary leisure journals: Insight into the structure and boundaries of our research.Leisure Sciences,6(2),239-256.
  51. Weinberg, B. H.(1974).Bibliographic coupling: A review.Information Storage and Retrieval,10(5-6),189-196.
  52. Xiao, H.,Smith, S. L. J.(2006).The making of tourism research: Insight from a social sciences journal.Annals of Tourism Research,33(2),490-507.
  53. Yuan, Y. Y.,Tseng, Y. H.,Chang, C. Y.(2014).Tourism subfield identification via journal clustering.Annals of Tourism Research,47,77-80.
  54. Yuan, Y.,Gretzel, U.,Tseng, Y. H.(2015).Revealing the nature of contemporary tourism research: Extracting common subject areas through bibliographic coupling.International Journal of Tourism Research,17(5),417-431.
  55. Zhao, W.,Ritchie, J. B.(2007).An investigation of academic leadership in tourism research: 1985–2004.Tourism Management,28(2),476-490.
  56. 原友蘭, Y.,曾元顯, Y. H.,何昶鴛, C. I.,陳銘芷, M. C.(2017)。解析觀光領域之跨領域的知識流動狀況:期刊書目對分析法之應用。觀光與休閒管理期刊,5(2),134-147。
  57. 符碧真, B. J.(2007)。大學教學與評量方式之研究。臺灣高等教育研究電子報,10,9-17。
  58. 陳光華, K. H.,陳雅琦, Y. C. H.(2001)。臺灣人文學引用文獻資料庫之建置。圖書館學與資訊科學,27(1),51-77。
  59. 曾元顯, Y. H.(2011)。文獻內容探勘工具─CATAR─之發展和應用。圖書館學與資訊科學,37(1),31-49。
  60. 黃俊傑, C. C.(2005).二十一世紀大學教育的新挑戰.台北=Taipei:國立臺灣大學出版中心=National Taiwan University Press.
被引用次数
  1. 黃千玳,馮祥勇(2022)。臺灣大專院校觀光休閒學類碩士論文研究主題趨勢分析。觀光產業與航空管理期刊,5(1),77-94。
  2. 魏淑娟,賴奎魁,陳悅琴,李尚嬪(2022)。無線感測網路(ZIGBEE)文獻發展的趨勢、類別與熱點之探討-使用文獻內容書目對與共現字以發掘研究問題的機會。商管科技季刊,23(4),395-442。