研究前沿探测方法进展
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摘要
【目的/意义】研究前沿探测目的是及时并准确发现研究领域前沿知识,为领域研究工作者提供情报支持,为企事业、政府等单位提供决策支持。【方法/过程】文章基于文献综述法对研究前沿相关概念、研究主题探测、研究前沿主题特性与研究前沿主题探测进行了系统的梳理,分析了现有研究前沿主题探测方法的优缺点。【结果/结论】本文总结了目前研究前沿探测相关研究的不足之处及未来可能的发展方向,以期对领域相关研究工作者提供支持与帮助。
【Purpose/significance】The purpose of research frontier detecting is to discover knowledge of research frontier timely and exactly to provide intelligence support for research workers and decision support for enterprises and governments and so on.【Method/process】The paper systematically combs the relevant concepts of research frontier、research theme detection、theme characteristics and theme detection of research frontier, analyzes the advantages and disadvantages of the current topic detection methods of research frontier based on.literature review.【Result/conclusion】This paper puts forward the shortcomings of the current relevant research frontier and the possible directions of future development in order to provide support and help to the relevant research workers.
【Purpose/significance】The purpose of research frontier detecting is to discover knowledge of research frontier timely and exactly to provide intelligence support for research workers and decision support for enterprises and governments and so on.【Method/process】The paper systematically combs the relevant concepts of research frontier、research theme detection、theme characteristics and theme detection of research frontier, analyzes the advantages and disadvantages of the current topic detection methods of research frontier based on.literature review.【Result/conclusion】This paper puts forward the shortcomings of the current relevant research frontier and the possible directions of future development in order to provide support and help to the relevant research workers.
引文
1张珊珊.科学前沿特征测度方法与指标比较研究[D].大连:大连理工大学,2016.
2陈仕吉.科学研究前沿探测方法综述[J].现代图书情报技术,2009,(9):28-33.
3 PRICE D D.Networks of science papers[J].Science,1965,(149):510-515.
4王贤文,方志超,胡志刚.科学论文的科学计量分析:数据、方法与用途的整合框架[J].图书情报工作,2015,59(16):74-82.
5 Small H.Co-citation in the scientific literature:A new measure of the relationship between two documents[J].Journal of the American Society for Information Science,1973,24(4):265-269.
6 Persson O.The intellectual base and research fronts of JASIS 1986-1990[J].Journal of the American Society for Information Science,1994,45(1):31-38.
7 Garfield E.Research fronts[J].Current Contents,1994,(41):3-7.
8 Morris S,Yen G,Wu Zheng,et al.Timeline visualization of research fronts[J].Journal of American Society for Information Science and Technology,2003,54(5):413-422.
9 Braam R R,et al.Mapping of science by combined cocitation and word analysis,I.Structure aspects[J].Journal of the American Society for Information Science and Technology,1991,42(4):233-251.
10张丽华,张志强.科学前沿迁移的研究进展[J].图书情报工作,2014,58(3):5-12,19.
11 Matsumura N,Matsuo Y,Ohsawa Y,et al.Discovering Emerg ing Topics from WWW[J].Journal of Contingencies&Crisis Management,2002,10(2):73-81.
12赵振元,银路,成红.新兴技术对传统管理的挑战和特殊市场开拓的思路[J].中国软科学,2004,(7):72-77.
13杨雪,张徽燕.新兴技术给企业带来的管理挑战[J].现代管理科学,2005,(6):72-73.
14 Cataldi M,Di Caro L,Schifanella C.Emerging topic detection on twitter based on temporal and social terms evaluation[C]//Proceedings of the Tenth International Workshop on Multimedia Data Mining.ACM,2010:1-10.
15 Garfield E,Small H.Identifying the changing frontiers of science[J].Evolution,1989,1(182):51-65.
16陈仕吉,王小梅.基于C-Value与TF-IDF的文献簇主题识别研究[J].情报学报,2009,28(6):821-826.
17刘小慧,李长玲,冯志刚.基于改进的TF*IDF方法分析学科研究热点[J].情报科学,2017,35(7):82-87.
18刘小慧,李长玲,崔rg斌,等.基于闭合式非相关知识发现的潜在跨学科合作研究主题识别-以情报学与计算机科学为例[J].情报理论与实践,2017,40(9):71-76.
19 Narang K,Nagar S,Mehta S,et al.Discovery and Analysis of Evolving Topical Social Discussions on Unstructured Microblogs[A]//Advances in Information Retrieval[M].Berlin,Heidelberg:Springer,2013:545-556.
20张晗,崔雷.生物信息学的共词分析研究[J].情报学报,2003,22(5):613-617.
21淦文燕,赫rg南,李德毅,等.一种基于拓扑势的网络社区发现方法[J].软件学报,2009,20(8):2241-2254.
22 BLEI D M,Ng A Y,JORDAN M I.Latent Dirichlet allocation[J].Journal of machine learning research,2003,(3):993-1022.
23 BLEI D M,LAFFERTY J.Dynamic topic models[C]//Proceedings of the 23rd international conference on achine learning.New York:ACM,2006:113-120.
24王旭仁,姚叶鹏,冉春风,等.一种并行LDA主题模型建立方法研究[J].北京理工大学学报,2013,33(6):590-593.
25 HALL D,JURAFSKY D,MANNING C D.Studying the history of ideas using topic models[C]//Conference on Empirical Methods in Natural Language Processing,EMNLP2008,Proceedings of the Conference,2008.
26王萍.基于概率主题模型的文献知识挖掘[J].情报学报,2011,30(6):583-590.
27叶春蕾,冷伏海.基于引文-主题概率模型的科技文献主题识别方法研究[J].情报理论与实践,2013,36(9):100-103.
28吴菲菲,杨梓,黄鲁成.基于创新性和学科交叉性的研究前沿探测模型:以智能材料领域研究前沿探测为例[J].科学学研究,2015,(1):11-20.
29黄鲁成,唐月强,吴菲菲,等.基于文献多属性测度的新兴主题识别方法研究[J].科学学与科学技术管理,2015,(2):34-43.
30 Bun K K,Ishizuka M.Topic Extraction from News Archive Using TF*PDF Algorithm[C]//IEEE Computer Society,Proceedings of 3rd International Conference on Wee Information System Engineering,2002:73-82.
31郑彦宁,许晓阳,刘志辉.基于关键词共现的研究前沿识别方法研究[J].图书情报工作,2016,60(2):85-92.
32盛立.生物医学领域研究前沿识别与趋势预测[D].北京:军事医学科学院,2013.
33刘小平,冷伏海,李泽霞.国际科技前沿分析的方法和途径[J].图书情报工作,2012,(12):60-65.
34 Boyack K W,Klavans R.Co-citation analysis,bibliographic coupling,and direct citation:which citation approach represents the research front most accurately?[J].Journal of the American Society for Information Science and Technology,2010,61(12):2389-2404.
35 Shibata N.Comparative study on methods of detecting research fronts using different types of citation[J].Journal of the American Society for Information Science and Technology,2009,60(3):571-580.
36 Huang M H,Chang C P.Detecting research fronts in OLEDfield using bibliographic coupling with sliding window[J].Scientometrics,2014,(98):1721-1744.
37 Huang M H,Chang C P.A comparative study on three citation windows for detecting research fronts[J].Scientometrics,2016,(109):1835-1853.
38 Katsuhide F,Yuya K,Junichiro M,et al.Detecting research fronts using different types of weighted citation networks[J].Journal of Engineering and Technology Management,2014,(32):129-146.
39 Fredrik?str?m.Changes in the LIS Research Front:TimeSliced Cocitation Analyses of LIS Journal Articles,1990-2004[J].Journal of the American Society for Information Science and Technology,2007,58(7):947-957.
40 Holger S,Matthias W.Mapping interdisciplinary research fronts in neuroscience:A bibliometric view to retrograde amnesia[J].Scientometrics,2001,51(1):311-318.
41 Bo Jarneving.A comparison of two bibliometric methods for mapping of the research front[J].Scientometrics,2005,65(2):245-263.
42 Lee J Y.Identifying the research fronts in Korean library and information science by document co-citation analysis[J].Journal of the Korean Society for Information Management,2015,32(4):77-106.
43 Liu J S,Lu L Y,Lu W M.Research fronts in data envelopment analysis[J].Omega,2016,(58):33-45.
44马费成,张勤.国内外知识管理研究热点--基于词频的统计分析[J].情报学报,2006,25(2):163-171.
45 Rip A,Courtial J P.Co-word maps of biotechnology:an example of cognitive scientometrics.Scientometrics,1984,6(6):381-400.
46 Ding Y,Chowdhury G G.Foo S.Bibliometric cartography of information retrieval research by using co-word analysis[J].Information Processing and Management,2001,(37):817-842.
47葛菲,谭宗颖.学科领域主题新兴趋势探测方法研究--基于关键词生命周期和引文分析[J].情报理论与实践,2013,36(9):78-82.
48 Mane K K,Borner K.Mapping Topics and Topic Bursts in PNAS[J].Proceedings of the National Academy of Sciences of the United States of America,2004,101(Suppl1):5287-5290.
49 Minh-hoang L,Tu-bao H.Detecting emerging trends from scientific corpora[J].International Journal of Knowledge and Systems Sciences,2005,2(2):53-59.
50 Potte Rnger W M,Yang T.Detecting emerging concepts in textual data mining[M].London:Computational Information Retrieval Michael Berry,2001:89-105.
51 Besselaar P V D,Heimeriks G.Mapping research topics using word-reference co-occurrences:A method and an exploratory case study[J].Scientometrics,2006,68(3):377-393.
52 Janssens F,Glanzel W,De Moor B.A hybrid mapping of information science[J].Scientometrics,2008,75(3):607-631.
53 Liu X H,Yu S,Janssens F,et al.Weighted hybrid clustering by combining text mining and bibliometrics on a largescale journal database[J].Journal of the American Society for Information Science and Technology,2010,61(6):1105-1119.
54 Zitt M,Lelu A,Bassecoulard E.Hybrid citation-word representations in science mapping:Portolan charts of research fields[J].Journal of the American Society for Information Science and Technology,2011,62(1):19-39.
55王立学,冷伏海.简论科学前沿及其文献计量识别方法[J].情报理论与实践,2010,33(3):54-58.
56 Wolfgang G.Bibliometric methods for detecting and analyzing emerging research topics[J].El Profesional de la Información,2012,21(2):194-201.
2陈仕吉.科学研究前沿探测方法综述[J].现代图书情报技术,2009,(9):28-33.
3 PRICE D D.Networks of science papers[J].Science,1965,(149):510-515.
4王贤文,方志超,胡志刚.科学论文的科学计量分析:数据、方法与用途的整合框架[J].图书情报工作,2015,59(16):74-82.
5 Small H.Co-citation in the scientific literature:A new measure of the relationship between two documents[J].Journal of the American Society for Information Science,1973,24(4):265-269.
6 Persson O.The intellectual base and research fronts of JASIS 1986-1990[J].Journal of the American Society for Information Science,1994,45(1):31-38.
7 Garfield E.Research fronts[J].Current Contents,1994,(41):3-7.
8 Morris S,Yen G,Wu Zheng,et al.Timeline visualization of research fronts[J].Journal of American Society for Information Science and Technology,2003,54(5):413-422.
9 Braam R R,et al.Mapping of science by combined cocitation and word analysis,I.Structure aspects[J].Journal of the American Society for Information Science and Technology,1991,42(4):233-251.
10张丽华,张志强.科学前沿迁移的研究进展[J].图书情报工作,2014,58(3):5-12,19.
11 Matsumura N,Matsuo Y,Ohsawa Y,et al.Discovering Emerg ing Topics from WWW[J].Journal of Contingencies&Crisis Management,2002,10(2):73-81.
12赵振元,银路,成红.新兴技术对传统管理的挑战和特殊市场开拓的思路[J].中国软科学,2004,(7):72-77.
13杨雪,张徽燕.新兴技术给企业带来的管理挑战[J].现代管理科学,2005,(6):72-73.
14 Cataldi M,Di Caro L,Schifanella C.Emerging topic detection on twitter based on temporal and social terms evaluation[C]//Proceedings of the Tenth International Workshop on Multimedia Data Mining.ACM,2010:1-10.
15 Garfield E,Small H.Identifying the changing frontiers of science[J].Evolution,1989,1(182):51-65.
16陈仕吉,王小梅.基于C-Value与TF-IDF的文献簇主题识别研究[J].情报学报,2009,28(6):821-826.
17刘小慧,李长玲,冯志刚.基于改进的TF*IDF方法分析学科研究热点[J].情报科学,2017,35(7):82-87.
18刘小慧,李长玲,崔rg斌,等.基于闭合式非相关知识发现的潜在跨学科合作研究主题识别-以情报学与计算机科学为例[J].情报理论与实践,2017,40(9):71-76.
19 Narang K,Nagar S,Mehta S,et al.Discovery and Analysis of Evolving Topical Social Discussions on Unstructured Microblogs[A]//Advances in Information Retrieval[M].Berlin,Heidelberg:Springer,2013:545-556.
20张晗,崔雷.生物信息学的共词分析研究[J].情报学报,2003,22(5):613-617.
21淦文燕,赫rg南,李德毅,等.一种基于拓扑势的网络社区发现方法[J].软件学报,2009,20(8):2241-2254.
22 BLEI D M,Ng A Y,JORDAN M I.Latent Dirichlet allocation[J].Journal of machine learning research,2003,(3):993-1022.
23 BLEI D M,LAFFERTY J.Dynamic topic models[C]//Proceedings of the 23rd international conference on achine learning.New York:ACM,2006:113-120.
24王旭仁,姚叶鹏,冉春风,等.一种并行LDA主题模型建立方法研究[J].北京理工大学学报,2013,33(6):590-593.
25 HALL D,JURAFSKY D,MANNING C D.Studying the history of ideas using topic models[C]//Conference on Empirical Methods in Natural Language Processing,EMNLP2008,Proceedings of the Conference,2008.
26王萍.基于概率主题模型的文献知识挖掘[J].情报学报,2011,30(6):583-590.
27叶春蕾,冷伏海.基于引文-主题概率模型的科技文献主题识别方法研究[J].情报理论与实践,2013,36(9):100-103.
28吴菲菲,杨梓,黄鲁成.基于创新性和学科交叉性的研究前沿探测模型:以智能材料领域研究前沿探测为例[J].科学学研究,2015,(1):11-20.
29黄鲁成,唐月强,吴菲菲,等.基于文献多属性测度的新兴主题识别方法研究[J].科学学与科学技术管理,2015,(2):34-43.
30 Bun K K,Ishizuka M.Topic Extraction from News Archive Using TF*PDF Algorithm[C]//IEEE Computer Society,Proceedings of 3rd International Conference on Wee Information System Engineering,2002:73-82.
31郑彦宁,许晓阳,刘志辉.基于关键词共现的研究前沿识别方法研究[J].图书情报工作,2016,60(2):85-92.
32盛立.生物医学领域研究前沿识别与趋势预测[D].北京:军事医学科学院,2013.
33刘小平,冷伏海,李泽霞.国际科技前沿分析的方法和途径[J].图书情报工作,2012,(12):60-65.
34 Boyack K W,Klavans R.Co-citation analysis,bibliographic coupling,and direct citation:which citation approach represents the research front most accurately?[J].Journal of the American Society for Information Science and Technology,2010,61(12):2389-2404.
35 Shibata N.Comparative study on methods of detecting research fronts using different types of citation[J].Journal of the American Society for Information Science and Technology,2009,60(3):571-580.
36 Huang M H,Chang C P.Detecting research fronts in OLEDfield using bibliographic coupling with sliding window[J].Scientometrics,2014,(98):1721-1744.
37 Huang M H,Chang C P.A comparative study on three citation windows for detecting research fronts[J].Scientometrics,2016,(109):1835-1853.
38 Katsuhide F,Yuya K,Junichiro M,et al.Detecting research fronts using different types of weighted citation networks[J].Journal of Engineering and Technology Management,2014,(32):129-146.
39 Fredrik?str?m.Changes in the LIS Research Front:TimeSliced Cocitation Analyses of LIS Journal Articles,1990-2004[J].Journal of the American Society for Information Science and Technology,2007,58(7):947-957.
40 Holger S,Matthias W.Mapping interdisciplinary research fronts in neuroscience:A bibliometric view to retrograde amnesia[J].Scientometrics,2001,51(1):311-318.
41 Bo Jarneving.A comparison of two bibliometric methods for mapping of the research front[J].Scientometrics,2005,65(2):245-263.
42 Lee J Y.Identifying the research fronts in Korean library and information science by document co-citation analysis[J].Journal of the Korean Society for Information Management,2015,32(4):77-106.
43 Liu J S,Lu L Y,Lu W M.Research fronts in data envelopment analysis[J].Omega,2016,(58):33-45.
44马费成,张勤.国内外知识管理研究热点--基于词频的统计分析[J].情报学报,2006,25(2):163-171.
45 Rip A,Courtial J P.Co-word maps of biotechnology:an example of cognitive scientometrics.Scientometrics,1984,6(6):381-400.
46 Ding Y,Chowdhury G G.Foo S.Bibliometric cartography of information retrieval research by using co-word analysis[J].Information Processing and Management,2001,(37):817-842.
47葛菲,谭宗颖.学科领域主题新兴趋势探测方法研究--基于关键词生命周期和引文分析[J].情报理论与实践,2013,36(9):78-82.
48 Mane K K,Borner K.Mapping Topics and Topic Bursts in PNAS[J].Proceedings of the National Academy of Sciences of the United States of America,2004,101(Suppl1):5287-5290.
49 Minh-hoang L,Tu-bao H.Detecting emerging trends from scientific corpora[J].International Journal of Knowledge and Systems Sciences,2005,2(2):53-59.
50 Potte Rnger W M,Yang T.Detecting emerging concepts in textual data mining[M].London:Computational Information Retrieval Michael Berry,2001:89-105.
51 Besselaar P V D,Heimeriks G.Mapping research topics using word-reference co-occurrences:A method and an exploratory case study[J].Scientometrics,2006,68(3):377-393.
52 Janssens F,Glanzel W,De Moor B.A hybrid mapping of information science[J].Scientometrics,2008,75(3):607-631.
53 Liu X H,Yu S,Janssens F,et al.Weighted hybrid clustering by combining text mining and bibliometrics on a largescale journal database[J].Journal of the American Society for Information Science and Technology,2010,61(6):1105-1119.
54 Zitt M,Lelu A,Bassecoulard E.Hybrid citation-word representations in science mapping:Portolan charts of research fields[J].Journal of the American Society for Information Science and Technology,2011,62(1):19-39.
55王立学,冷伏海.简论科学前沿及其文献计量识别方法[J].情报理论与实践,2010,33(3):54-58.
56 Wolfgang G.Bibliometric methods for detecting and analyzing emerging research topics[J].El Profesional de la Información,2012,21(2):194-201.
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