Dynamics of topic formation and quantitative analysis of hot trends in physical science

被引：3

作者：

Chumachenko, A., V ^{[1
]}

Kreminskyi, B. G. ^{[2
]}

Mosenkis, Iu L. ^{[3
]}

Yakimenko, A., I ^{[1
,2
,3
]}

机构：

[1] Taras Shevchenko Natl Univ Kyiv, Dept Phys, 64-13 Volodymyrska St, UA-01601 Kiev, Ukraine

[2] Inst Educ Content Modernizat, State Sci Inst, 36 Mytropolyta Vasylia Lypkivskogo Str, UA-03035 Kiev, Ukraine

[3] Taras Shevchenko Natl Univ Kyiv, Inst Philol, 64-13 Volodymyrska St, UA-01601 Kiev, Ukraine

来源：

SCIENTOMETRICS | 2020年 / 125卷 / 01期

基金：

瑞士国家科学基金会;

关键词：

Dynamical complex networks; Topic detection; Mutual information dynamics; Topic structure; Concept mapping; BIBLIOMETRIC ANALYSIS; CO-WORD; GALAXIES; CLUSTERS; NETWORK; INDEX;

D O I：

10.1007/s11192-020-03610-6

中图分类号：

TP39 [计算机的应用];

学科分类号：

081203 ; 0835 ;

摘要：

Successful research in the face of increasing complexity of modern scientific knowledge together with diversity and depth of the studied problems requires an understanding of the structure and evolution of trends in science. Available digital records open wide possibilities for statistical analysis of scientific publications and related metadata for topic modeling and evolution, knowledge mapping, citation indexing, etc. We investigate dynamical properties of the physical topics using analysis of temporal evolution of proximity measure for word pairs related to the mutual information. We use full-text conceptualization of content of scientific documents provided by the ScienceWISE platform for topic mapping, trend analysis and detection of hot topics together with relevant papers retrieval. We found that time evolution of relative mutual information distance reveals a hidden topic structure and could be used for quantitative analysis of current trends in scientific research.

引用

页码：739 / 753

页数：15

共 72 条

[1]

Abdalgader K., 2012, ACM T SPEECH LANGUAG, DOI [10.1145/2168748.2168750, DOI 10.1145/2168748.2168750]

[2] Physics potentials with the second Hyper-Kamiokande detector in Korea [J].

Abe, K. ;

Abe, Ke. ;

Ahn, S. H. ;

Aihara, H. ;

Aimi, A. ;

Akutsu, R. ;

Andreopoulos, C. ;

Anghel, I. ;

Anthony, L. H. V. ;

Antonova, M. ;

Ashida, Y. ;

Aushev, V. ;

Barbi, M. ;

Barker, G. J. ;

Barr, G. ;

Beltrame, P. ;

Berardi, V. ;

Bergevin, M. ;

Berkman, S. ;

Berns, L. ;

Berry, T. ;

Bhadra, S. ;

Blaszczyk, F. D. M. ;

Blondel, A. ;

Bolognesi, S. ;

Boyd, S. B. ;

Bravar, A. ;

Bronner, C. ;

Avanzini, M. Buizza ;

Cafagna, F. S. ;

Calland, R. ;

Cao, S. ;

Cartwright, S. L. ;

Catanesi, M. G. ;

Checchia, C. ;

Chen-Wishart, Z. ;

Cheon, B. G. ;

Cheoun, M. K. ;

Cho, K. ;

Choi, J. H. ;

Choi, K. ;

Choi, K. Y. ;

Chun, E. J. ;

Cole, A. ;

Coleman, J. ;

Collazuol, G. ;

Cowan, G. ;

Cremonesi, L. ;

Dealtry, T. ;

De Rosa, G. .

PROGRESS OF THEORETICAL AND EXPERIMENTAL PHYSICS, 2018, 2018 (06)

[3] Measurement of neutrino and antineutrino oscillations by the T2K experiment including a new additional sample of νe interactions at the far detector [J].

Abe, K. ;

Amey, J. ;

Andreopoulos, C. ;

Antonova, M. ;

Aoki, S. ;

Ariga, A. ;

Ashida, Y. ;

Ban, S. ;

Barbi, M. ;

Barker, G. J. ;

Barr, G. ;

Barry, C. ;

Batkiewicz, M. ;

Berardi, V. ;

Berkman, S. ;

Bhadra, S. ;

Bienstock, S. ;

Blondel, A. ;

Bolognesi, S. ;

Bordoni, S. ;

Boyd, S. B. ;

Brailsford, D. ;

Bravar, A. ;

Bronner, C. ;

Avanzini, M. Buizza ;

Calland, R. G. ;

Campbell, T. ;

Cao, S. ;

Cartwright, S. L. ;

Catanesi, M. G. ;

Cervera, A. ;

Chappell, A. ;

Checchia, C. ;

Cherdack, D. ;

Chikuma, N. ;

Christodoulou, G. ;

Coleman, J. ;

Collazuol, G. ;

Coplowe, D. ;

Cudd, A. ;

Dabrowska, A. ;

De Rosa, G. ;

Dealtry, T. ;

Denner, P. F. ;

Dennis, S. R. ;

Densham, C. ;

Di Lodovico, F. ;

Dolan, S. ;

Drapier, O. ;

Duffy, K. E. .

PHYSICAL REVIEW D, 2017, 96 (09)

[4]

Aggarwal CC, 2012, MINING TEXT DATA, P77, DOI DOI 10.1007/978-1-4614-3223-4_4

[5] Invited review: Physics potential of the ICAL detector at the India-based Neutrino Observatory (INO) [J].

Kumar, A. ;

Kumar, A. M. Vinod ;

Jash, Abhik ;

Mohanty, Ajit K. ;

Chacko, Aleena ;

Ajmi, Ali ;

Ghosal, Ambar ;

Khatun, Amina ;

Raychaudhuri, Amitava ;

Dighe, Amol ;

Chatterjee, Animesh ;

Gaur, Ankit ;

Ghosh, Anushree ;

Kumar, Ashok ;

Redij, Asmita ;

Satyanarayana, B. ;

Acharya, B. S. ;

Choudhary, Brajesh C. ;

Ranganathaiah, C. ;

Ravikumar, C. D. ;

Gupta, Chandan ;

Indumathi, D. ;

Kaur, Daljeet ;

Majumdar, Debasish ;

Samuel, Deepak ;

Tiwari, Deepak ;

Rajasekaran, G. ;

Gangopadhyay, Gautam ;

Majumder, Gobinda ;

Ravikumar, H. B. ;

Singh, J. B. ;

Shahi, J. S. ;

Libby, James ;

Singh, Jyotsna ;

Raveendrababu, K. ;

Meghna, K. K. ;

Rebin, K. R. ;

Kar, Kamalesh ;

Bhattacharya, Kolahal ;

Pant, Lalit M. ;

Athar, M. Sajjad ;

Murthy, M. V. N. ;

Malik, Manzoor A. ;

Naimuddin, Md ;

Salim, Mohammad ;

Ghosh, Monojit ;

Devi, Moon Moon ;

Mondal, Naba K. ;

Majumdar, Nayana ;

Sinha, Nita .

PRAMANA-JOURNAL OF PHYSICS, 2017, 88 (05)

[6] NuSTEC White Paper: Status and challenges of neutrino-nucleus scattering [J].

Alvarez-Ruso, L. ;

Athar, M. Sajjad ;

Barbaro, M. B. ;

Cherdack, D. ;

Christy, M. E. ;

Coloma, P. ;

Donnelly, T. W. ;

Dytman, S. ;

de Gouvea, A. ;

Hill, R. J. j ;

Huber, P. ;

Jachowicz, N. ;

Katori, T. ;

Kronfeld, A. S. ;

Mahn, K. ;

Martini, M. ;

Morfin, J. G. ;

Nieves, J. ;

Perdue, G. N. ;

Petti, R. ;

Richards, D. G. ;

Sanchez, F. ;

Sato, T. ;

Sobczyk, J. T. ;

Zeller, G. P. .

PROGRESS IN PARTICLE AND NUCLEAR PHYSICS, 2018, 100 :1-68

[7] Editorial and publication delay of papers submitted to 14 selected Food Research journals. Influence of online posting [J].

Amat, Carlos B. .

SCIENTOMETRICS, 2008, 74 (03) :379-389

[8] Is Normalized Mutual Information a Fair Measure for Comparing Community Detection Methods? [J].

Amelio, Alessia ;

Pizzuti, Clara .

PROCEEDINGS OF THE 2015 IEEE/ACM INTERNATIONAL CONFERENCE ON ADVANCES IN SOCIAL NETWORKS ANALYSIS AND MINING (ASONAM 2015), 2015, :1584-1585

[9]

Anderberg M.R., 1973, CLUSTER ANAL APPL, P1, DOI DOI 10.1016/B978-0-12-057650-0.50007-7

[10]

[Anonymous], 2017, CORR

← 1 2 3 4 5 6 7 8 →