[Purpose/significance] Under the background of the big data tide and the new liberal arts, there is an urgent need to reform and innovate the talent training mode of library and information science in China. The construction of the big data subjects is in the ascendant, which has a strong reference significance for the construction of a new paradigm of talent cultivation in library and information science. [Method/process] This paper innovatively proposed a new sequential topic network model and the calculation method. By collecting, processing, counting and analyzing the talent cultivation policies of the big data subjects in 259 universities, this paper conducted topic mining in the time dimension and summarized the levels of data science courses. Additionally, this paper analyzed the relevance between the subjects of the big data and the main knowledge of library and information science, and put forward suggestions for data science courses suitable for library and information science. [Result/conclusion] The sequential topic network model can better fit the analysis of talent cultivation paradigm development in the big data subjects, and it may also be a way to research the topic of a subject. Finally, this paper puts forward some suggestions for the courses of data science which is oriented to library and information science, and there is certain reference value for the development of talent cultivation in library and information science.
Yang Jie
,
Zhao Xing
. Theme Analysis of the Training Contents of Big Data Subjects and the Enlightenment to the Library and Information Science[J]. Library and Information Service, 2022
, 66(2)
: 109
-116
.
DOI: 10.13266/j.issn.0252-3116.2022.02.012
[1] 叶鹰,马费成.数据科学兴起及其与信息科学的关联[J].情报学报,2015,34(6):575-580.
[2] 孙建军,李阳,裴雷."数智"赋能时代图情档学科变革之思考[J].图书情报知识,2020(3):22-27.
[3] 赵星,乔利利,叶鹰.面向数据智能和知识发现的图书情报学跨界拓展——数据-学术-创造整合论[J].中国图书馆学报,2020,46(6):16-25.
[4] 叶鹰.试论图书情报学的主干知识及有效方法:兼论双证法和模本法之效用[J].中国图书馆学报, 2021,47(3):58-66.
[5] 闫慧,韩蕾倩,吴萌,等.图书馆学、情报学与档案学2029年发展前景研究[J].图书与情报,2019(6):2-17,153.
[6] 初景利."新文科"呼唤图情档成为"硬"学科[J].图书与情报,2020(6):1-3.
[7] 马费成,李志元.新文科背景下我国图书情报学科的发展前景[J].中国图书馆学报,2020,46(6):4-15.
[8] 张久珍.图情档学科建设需要与新时代发展接轨[J].图书与情报,2020(6):17-18.
[9] 周文杰.从多元异构走向融合归一——图情档新文科建设的趋向评析[J].情报资料工作, 2021,42(2):14-21.
[10] 陈沫,李广建,陈聪聪.情报学取向的"数据科学与大数据技术"专业人才培养[J].图书情报工作,2019,63(12):5-11.
[11] 陶俊,何晓东.面向图书情报的数据科学专业课程结构比较研究[J].图书馆学研究,2019(6):10-16.
[12] 赵星,俞晓婷,万玲玉.新文科背景下大数据管理与应用专业培养特征的内容分析[J].图书与情报,2020(6):26-34,92.
[13] 黎海波,谢健民.信管专业在新文科背景下的数据科学课程群建设研究[J].情报科学,2020,38(8):128-133.
[14] 闫慧,韩艳芳,张钰浩,等.图书馆信息学与新文科交叉领域的关系预测研究[J].情报资料工作,2021,42(1):21-27.
[15] DEERWESTER S C, DUMAIS S T, LANDAUER T K, et al. Indexing by latent semantic analysis[J].Journal of the American Society for Information Science, 1990, 41(6):391-407.
[16] HOFMANN T. Probabilistic latent semantic indexing[C]//Proceedings of the 22nd annual international SIGIR conference. New York:ACM Press, 1999:50-57.
[17] 廖君华,孙克迎,钟丽霞.一种基于时序主题模型的网络热点话题演化分析系统[J].图书情报工作,2013,57(9):96-102,118.
[18] BRUNS A. How long is a tweet? Mapping dynamic conversation networks on Twitter using Gawk and Gephi[J]. Information, communication & society, 2012, 15(9):1323-1351.
[19] WESTGATE M J, BARTON P S, PIERSON J C, et al. Text analysis tools for identification of emerging topics and research gaps in conservation science[J]. Conservation biology, 2015, 29(6):1606-1614.
[20] ZHANG Z F, LI Q D. QuestionHolic:hot topic discovery and trend analysis in community question answering systems[J]. Expert systems with applications, 2011, 38(6):6848-6855.
[21] ZHENG Y, MENG Z P, XU C. A short-text oriented clustering method for hot topics extraction[J]. International journal of software engineering and knowledge engineering, 2015, 25(3):453-471.
[22] JACOMY M, VENTURINI T, HEYMANN S, et al. ForceAtlas2, a continuous graph layout algorithm for handy network visualization designed for the Gephi software[EB/OL].[2021-12-09]. https://www.ncbi.nlm.nih.gov/sites/ppmc/articles/PMC4051631/.
[23] RANGANATHAN S R. The five laws of library science[M]. 2nd ed. Madras:The Madras Library Association, 1957.
[24] 柯平.新图情档——新文科建设中的图书情报与档案管理一级学科发展[J].情报资料工作,2021,42(1):15-20.
