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題名:以主題模型方法為基礎的資訊計量學領域研究主題分析
書刊名:教育資料與圖書館學
作者:林頌堅 引用關係
作者(外文):Lin, Sung-chien
出版日期:2014
卷期:51:4
頁次:頁499-523
主題關鍵詞:研究主題分析資訊計量學主題模型Analyses of research topicsInformetricsTopic modeling
原始連結:連回原系統網址new window
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  • 被引用次數被引用次數:期刊(2) 博士論文(0) 專書(0) 專書論文(0)
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  • 點閱點閱:14
本研究利用主題模型方法發現資訊計量學研究主題的結構,探討主題的逐年與發展以及比較相關期刊。本研究利用檢索自Web of Science資料庫的Journal of Informetrics和Scientometrics期刊2007到2013年間的論文資料,做為主題模型方法的輸入,推算主題結構的研究資料。研究結果發現主題數量設定為10的主題模型具有最小的混淆度。雖資料範圍與分析方法不同,本研究產生的主題仍可和由專家分析產生的結果相容。實務的案例研究與書目計量指標的測量方式在各年度都較受重視,且整個領域日趨穩定。兩種核心期刊都廣泛地涉及資訊計量學的所有主題,但Journal of Informetrics特別著重於書目計量指標的建構與應用,而Scientometrics則關注於國家、機構、領域及期刊上的學術生產力評鑑方式與影響因素的探討。
In this study, we used the approach of topic modeling to uncover the possible structure of research topics in the field of Informetrics, to explore the distribution of the topics over years, and to compare the core journals. In order to infer the structure of the topics in the field, the data of the papers published in the Journal of Informetrics and Scientometrics during 2007 to 2013 are retrieved from the database of the Web of Science as input of the approach of topic modeling. The results of this study show that when the number of topics was set to 10, the topic model has the smallest perplexity. Although data scopes and analysis methods are different to previous studies, the generating topics of this study are consistent with those results produced by analyses of experts. Empirical case studies and measurements of bibliometric indicators were concerned important in every year during the whole analytic period, and the field was increasing stability. Both the two core journals broadly paid more attention to all of the topics in the field of Informetrics. The Journal of Informetrics put particular emphasis on construction and applications of bibliometric indicators and Scientometrics focused on the evaluation and the factors of productivity of countries, institutions, domains, and journals.
期刊論文
1.Leydesdorff, L.(1997)。Why words and co-words cannot map the development of the sciences。Journal of the American Society for Information Science,48(5),418-427。  new window
2.Chen, C.、McCain, K.、White, H.、Lin, X.(2002)。Mapping Scientometrics (1981-2001)。Proceedings of the American Society for Information Science and Technology,39(1),25-34。  new window
3.Cobo, M. J.、López-Herrera, A. G.、Herrera-Viedma, E.、Herrera, F.(2011)。An approach for detecting, quantifying, and visualizing the evolution of a research field: A practical application to the fuzzy sets theory field。Journal of Informetrics,5(1),146-166。  new window
4.Dutt, B.、Garg, K. C.、Bali, A.(2003)。Scientometrics of the international journal Scientometrics。Scientometrics,56(1),81-93。  new window
5.Egghe, L.(2012)。Five years "Journal of Informetrics"。Journal of Informetrics,6(3),422-426。  new window
6.Glenisson, P.、Glänzel, W.、Janssens, F.、De Moor, B.(2005)。Combining full text and bibliometric information in mapping scientific disciplines。Information Processing & Management,41(6),1548-1572。  new window
7.Griffiths, T. L.、Steyvers, M.(2004)。Finding scientific topics。Proceedings of the National Academy of Sciences of the United States of America,101(suppl 1),5228-5235。  new window
8.Grun, B.、Hornik, K.(2011)。Topicmodels: An R package for fitting topic models。Journal of Statistical Software,40(13),1-30。  new window
9.Lu, K.、Wolfram, D.(2012)。Measuring author research relatedness: A comparison of word ‐ based, topic ‐ based, and author cocitation approaches。Journal of the American Society for Information Science and Technology,63(10),1973-1986。  new window
10.Rzeszutek, R.、Androutsos, D.、Kyan, M.(2010)。Self-organizing maps for topic trend discovery。Signal Processing Letters, IEEE,17(6),607-610。  new window
11.Schoepflin, U.、Glänzel, W.(2001)。Two decades of "Scientometrics". An interdisciplinary field represented by its leading journal。Scientometrics,50(2),301-312。  new window
12.Schubert, A.、Maczelka, H.(1993)。Cognitive changes in scientometrics during the 1980s, as reflected by the reference patterns of its core journal。Social Studies of Science,23(3),571-581。  new window
13.Zheng, B.、McLean, D. C.、Lu, X.(2006)。Identifying biological concepts from a protein-related corpus with a probabilistic topic model。Bmc Bioinformatics,7(58)。  new window
14.Bhattacharya, S.、Basu, P. K.(1998)。Mapping a Research Area at the Micro Level Using Co-word Analysis。Scientometrics,43(3),359-372。  new window
15.Feinerer, I.、Hornik, K.、Meyer, D.(2008)。Text mining infrastructure in R。Journal of Statistical Software,25(5),1-54。  new window
16.Noyons, E. C. M.、van Raan, A. F. J.(1998)。Advanced mapping of science and technology。Scientometrics,41(1/2),61-67。  new window
17.Börner, Katy、Chen, Chaomei、Boyack, Kevin W.(2003)。Visualizing knowledge domains。Annual Review of Information Science and Technology,37(1),179-255。  new window
18.Ding, Y.、Chowdhury, G. G.、Foo, S.(2001)。Bibliometric cartography of information retrieval research by using co-word analysis。Information Processing and Management,37(6),817-842。  new window
19.Van den Besselaar, P.、Heimeriks, G.(2006)。Mapping research topics using word-reference co-occurrences: A method and an exploratory case study。Scientometrics,68(3),377-393。  new window
20.Blei, David M.、Ng, Andrew Y.、Jordan, Michael I.(2003)。Latent Dirichlet allocation。Journal of Machine Learning Research,3(4/5),993-1022。  new window
21.Hood, W. W.、Wilson, C. S.(2001)。The literature of bibliometrics, scientometrics, and informetrics。Scienometrics,52(2),291-314。  new window
22.Noyons, E. C. M.、Moed, H. F.、Van Raan, A. F. J.(1999)。Integrating research performance analysis and science mapping。Scientometrics,46(3),591-604。  new window
23.Wouters, P.,、Leydesdorff, L.(1994)。Has price’s dream come true: Is scientometrics a hard science?。Scientometrics,31(2),193-222。  new window
會議論文
1.Hofmann, Thomas(1999)。Probabilistic latent semantic analysis。The 15th Conference on Uncertainty in Artificial Intelligence。Morgan Kaufmann。289-296。  new window
圖書
1.Thelwall, M.(2009)。Introduction to webometrics: Quantitative web research for the social sciences。San Raphael, CA:Morgan & Claypool。  new window
圖書論文
1.Mimno, D.、McCallum, A.(2007)。Mining a digital library for influential authors。Proceedings of the 7th ACM/IEEE-CS Joint Conference on Digital Libraries。New York, NY:ACM。  new window
 
 
 
 
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