[Purpose/significance] The indexes of evaluating literature influence continue to innovate, but a lot of indexes are lack of assessment of the literature influence on the topic level. Aimed to solve this problem, this paper presents a method based on the research topic.[Method/process] This paper chooses 500 highly cited literature as samples which attribute to the field of information science in the Web of Science database. LDA model is used to model the literature subject. The support of the topic of the literature is combined with the cited frequency to compute the specific topic cited frequency(STCF). We rank the literature according to the STCF value of each document in the corresponding subject.[Result/conclusion] The empirical research shows that STCF value reflects the subject content, the subject diversity, and the academic status of literature. This method effectively compensates for the shortage of the cited frequency and Altmetrics index to evaluate the literature impact.
Li Xiuxia
,
Song Kai
. STCF Value: A New Index to Evaluate the Academic Literature Influence Based on Research Topic[J]. Library and Information Service, 2018
, 62(20)
: 88
-94
.
DOI: 10.13266/j.issn.0252-3116.2018.20.010
[1] KAM C C, PIKKI L, KARTONO L. A threshold citation analysis in marketing research[J]. European journal of marketing,2012,46(1):134-156.
[2] 刘晓娟,周建华,尤斌.基于Mendeley与WoS的选择性计量指标与传统科学计量指标相关性研究[J].图书情报工作,2015,59(3):112-118.
[3] 许琦.一种基于引证网络的文献影响因子计算方法[J],情报理论与实践,2011,34(7):98-102.
[4] HIRSCH J E.An index to quantify an individual,s research output[J]. Proceedings of National Academy of Sciences, 2005,102(46):16569-16572.
[5] EGGHE L.An improvement of the h-index:the g-index[J]. ISSI newsletter,2006,2(1):8-9.
[6] ZHANG C. The e-index,complementing the h-index for excess citations[J]. Plos One,2009,4(5):1-4.
[7] ALONSO S,CABRERIZO F J,HERRERA-VIEDMA E,et al.Hg-index:a new index to characterize the scientific output of researchers based on the h-and g -indices[J].Scientometrics,2010, 82(2):391-400.
[8] MUSHTAQ A H, LU S F, BASHEER A. Scientific research paper ranking algorithm PTRA:a tradeoff between time and citation network[J]. Applied mechanics and materials,2014, 551(8):603-611.
[9] CHEN P, XIE H, MASLOV S, et al. Finding scientific gems with Google's PageRank algorithm[J]. Journal of informetrics,2007,1(1):8-15.
[10] MA N. Bringing PageRank to the citation analysis[J]. Information processing & management, 2008,44(2):800-810.
[11] KRAPIVIN M, MARCHESE M, CASATI F. Exploring and Understanding Scientific Metrics in Citation Networks[J]. Complex sciences, 2009(5):1550-1563.
[12] KORTELAINEN T. "Everything is plentiful-except attention". Attention data of scientific journals on social web tools[J]. Journal of informetrics, 2012, 6(4):661-668.
[13] JIN B H, LIANG L M, ROUSSEAU R, et al. The R-and AR-indices:complementing the h-index[J]. Chinese science bulletin, 2007, 52(6):855-863.
[14] 金碧辉, ROUSSEAU R. R指数、AR指数:h指数功能扩展的补充指标[J].科学观察, 2007, 2(3):1-8.
[15] WU Q. The w index:a measure to assess scientific impact by focusing on widely cited papers[J].Journal of the American Society for Information Science and Technology,2010,61(3):690-614.
[16] 肖学斌.x指数:描述研究人员论文水献计量新指数[J].图书情报知识,2015(2):93-99.
[17] 韩毅,夏慧.时间因素视角下科研人员评价的Pt指数研究[J].中国图书馆学报, 2015,41(6):73-85.
[18] 贾宁.文献被引的年代分布对被引文献评价的意义——以物理学科为例[J]. 图书馆杂志,2016,35(12):55-62.
[19] 汪志伟,邹艳妮,吴舒霞. PageRank算法应用在文献检索排序中的研究及改进[J].情报理论与实践,2016(11):126-130,144.
[20] 李长玲,翟雪梅.基于PageRank的引文分析方法探讨[J].情报理论与实践,2007,30(1):122-124.
[21] 翟晓芳,刘全明,程耀东,等. 结合社会化网络的文献综合计量模型[J]. 计算机工程,2016, 42(6):21-26.
[22] 宋丽萍,王建芳,王树义.科学评价视角下F1000、Mendeley与传统文献计量指标的比较[J].中国图书馆学报, 2014, 40(4):48-54.
[23] 王国豫,朱晓林.同行评议与"外行"评议[J].科学学研究, 2015, 33(8):1121-1126,1133.
[24] LIU J,ADIE E.New perspectives on article-level metrics:develo-ping ways to assess research uptake and impact online[J]. Insights,2013,27(2):153-158.
[25] 曹娟,张勇东,李锦涛,等. 一种基于密度的自适应最优LDA模型选择方法[J]. 计算机学报,2008, 31(10):1780-1787.
[26] 刘晓娟,宰冰欣.图书情报领域文献的Altmetrics指标分析[J].图书情报工作,2015,59(18):108-116.
[27] 赵蓉英,郭凤娇,谭洁. 基于Altmetrics的学术论文影响力评价研究——以汉语言文学学科为例[J].中国图书馆学报, 2016,42(1):96-108.
