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2020 | OriginalPaper | Buchkapitel

The Analysis of Worldwide Research on Artificial Intelligence Assisted User Modeling

verfasst von : Xieling Chen, Dongfa Gao, Yonghui Lun, Dingli Zhou, Tianyong Hao, Haoran Xie

Erschienen in: Emerging Technologies for Education

Verlag: Springer International Publishing

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Abstract

Information and communication technologies is being heralded as a catalyst for educational innovations. Artificial intelligence (AI) assisted user modeling has attracted great increasing interests from the academia with a growing research articles available. In this article, a bibliometric analysis of scientific literature concerning AI assisted user modeling was carried out. 333 articles from Web of Science were retrieved and analyzed to comprehensively understand trends and developments of the research field. Specifically, we analyzed the articles in terms of article count and citation count, influential journals, subjects, authors, and keyword occurrence. Finally, special attention was paid to the study of leading countries/regions and institutions. Findings of this work are useful in helping scholars as well as practitioners better understand the development trend of research of AI assisted user modeling, as well as being more aware of the research hotspots.

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Literatur
1.
Zurück zum Zitat Mwanza, D., Engeström, Y.: Pedagogical Adeptness in the Design of E-Learning Environments: Experiences from the Lab@ Future project. In: E-Learn: World Conference on E-Learning in Corporate, Government, Healthcare, and Higher Education, pp. 1344–1347. AACE (2003) Mwanza, D., Engeström, Y.: Pedagogical Adeptness in the Design of E-Learning Environments: Experiences from the Lab@ Future project. In: E-Learn: World Conference on E-Learning in Corporate, Government, Healthcare, and Higher Education, pp. 1344–1347. AACE (2003)
2.
Zurück zum Zitat Leow, F.T., Neo, M.: Interactive multimedia learning: innovating classroom education in a Malaysian University. Turkish Online J. Educ. Technol.-TOJET 13(2), 99–110 (2014) Leow, F.T., Neo, M.: Interactive multimedia learning: innovating classroom education in a Malaysian University. Turkish Online J. Educ. Technol.-TOJET 13(2), 99–110 (2014)
3.
Zurück zum Zitat Papatheocharous, E., Belk, M., Germanakos, P., Samaras, G.: Towards implicit user modeling based on artificial intelligence, cognitive styles and web interaction data. Int. J. Artif. Intell. Tools 23(02), 1440009 (2014)CrossRef Papatheocharous, E., Belk, M., Germanakos, P., Samaras, G.: Towards implicit user modeling based on artificial intelligence, cognitive styles and web interaction data. Int. J. Artif. Intell. Tools 23(02), 1440009 (2014)CrossRef
5.
Zurück zum Zitat Wu, X., Kumar, V., Quinlan, J.R., Ghosh, J., Yang, Q., Motoda, H., et al.: Top 10 algorithms in data mining. Knowl. Inf. Syst. 14(1), 1–37 (2008)CrossRef Wu, X., Kumar, V., Quinlan, J.R., Ghosh, J., Yang, Q., Motoda, H., et al.: Top 10 algorithms in data mining. Knowl. Inf. Syst. 14(1), 1–37 (2008)CrossRef
7.
Zurück zum Zitat Pierrakos, D., Paliouras, G., Papatheodorou, C., Spyropoulos, C.D.: Web usage mining as a tool for personalization: a survey. User Model. User-Adap. Inter. 13(4), 311–372 (2003)CrossRef Pierrakos, D., Paliouras, G., Papatheodorou, C., Spyropoulos, C.D.: Web usage mining as a tool for personalization: a survey. User Model. User-Adap. Inter. 13(4), 311–372 (2003)CrossRef
8.
Zurück zum Zitat Eirinaki, M., Vazirgiannis, M.: Web mining for web personalization. ACM Trans. Internet Technol. (TOIT) 3(1), 1–27 (2003)CrossRef Eirinaki, M., Vazirgiannis, M.: Web mining for web personalization. ACM Trans. Internet Technol. (TOIT) 3(1), 1–27 (2003)CrossRef
9.
Zurück zum Zitat Pérez-Acebo, H., Linares-Unamunzaga, A., Abejón, R., Rojí, E.: Research trends in pavement management during the first years of the 21st century: a bibliometric analysis during the 2000–2013 period. Appl. Sci. 8(7), 1041 (2018)CrossRef Pérez-Acebo, H., Linares-Unamunzaga, A., Abejón, R., Rojí, E.: Research trends in pavement management during the first years of the 21st century: a bibliometric analysis during the 2000–2013 period. Appl. Sci. 8(7), 1041 (2018)CrossRef
10.
Zurück zum Zitat Song, Y., Chen, X., Hao, T., Liu, Z., Lan, Z.: Exploring two decades of research on classroom dialogue by using bibliometric analysis. Comput. Educ. 137, 12–31 (2019)CrossRef Song, Y., Chen, X., Hao, T., Liu, Z., Lan, Z.: Exploring two decades of research on classroom dialogue by using bibliometric analysis. Comput. Educ. 137, 12–31 (2019)CrossRef
11.
Zurück zum Zitat Chen, X., Wang, S., Tang, Y., Hao, T.: A bibliometric analysis of event detection in social media. Online Inf. Rev. 43(1), 29–52 (2019)CrossRef Chen, X., Wang, S., Tang, Y., Hao, T.: A bibliometric analysis of event detection in social media. Online Inf. Rev. 43(1), 29–52 (2019)CrossRef
12.
Zurück zum Zitat Hao, T., Chen, X., Li, G., Yan, J.: A bibliometric analysis of text mining in medical research. Soft. Comput. 22(23), 7875–7892 (2018)CrossRef Hao, T., Chen, X., Li, G., Yan, J.: A bibliometric analysis of text mining in medical research. Soft. Comput. 22(23), 7875–7892 (2018)CrossRef
13.
Zurück zum Zitat Chen, X., Liu, Z., Wei, L., Yan, J., Hao, T., Ding, R.: A comparative quantitative study of utilizing artificial intelligence on electronic health records in the USA and China during 2008–2017. BMC Med. Inform. Decis. Mak. 18(5), 117 (2018)CrossRef Chen, X., Liu, Z., Wei, L., Yan, J., Hao, T., Ding, R.: A comparative quantitative study of utilizing artificial intelligence on electronic health records in the USA and China during 2008–2017. BMC Med. Inform. Decis. Mak. 18(5), 117 (2018)CrossRef
14.
Zurück zum Zitat Chen, X., Lun, Y., Yan, J., Hao, T., Weng, H.: Discovering thematic change and evolution of utilizing social media for healthcare research. BMC Med. Inform. Decis. Mak. 19(2), 50 (2019)CrossRef Chen, X., Lun, Y., Yan, J., Hao, T., Weng, H.: Discovering thematic change and evolution of utilizing social media for healthcare research. BMC Med. Inform. Decis. Mak. 19(2), 50 (2019)CrossRef
15.
Zurück zum Zitat Chen, X., Ding, R., Xu, K., Wang, S., Hao, T., Zhou, Y.: A bibliometric review of natural language processing empowered mobile computing. Wireless Communications and Mobile Computing, 2018 (2018) Chen, X., Ding, R., Xu, K., Wang, S., Hao, T., Zhou, Y.: A bibliometric review of natural language processing empowered mobile computing. Wireless Communications and Mobile Computing, 2018 (2018)
16.
Zurück zum Zitat Chen, X., Xie, H., Wang, F.L., Liu, Z., Xu, J., Hao, T.: A bibliometric analysis of natural language processing in medical research. BMC Med. Inform. Decis. Mak. 18(1), 14 (2018)CrossRef Chen, X., Xie, H., Wang, F.L., Liu, Z., Xu, J., Hao, T.: A bibliometric analysis of natural language processing in medical research. BMC Med. Inform. Decis. Mak. 18(1), 14 (2018)CrossRef
19.
Zurück zum Zitat Chen, X., Chen, B., Zhang, C., Hao, T.: discovering the recent research in natural language processing field based on a statistical approach. In: Huang, T.-C., Lau, R., Huang, Y.-M., Spaniol, M., Yuen, C.-H. (eds.) SETE 2017. LNCS, vol. 10676, pp. 507–517. Springer, Cham (2017). https://doi.org/10.1007/978-3-319-71084-6_60CrossRef Chen, X., Chen, B., Zhang, C., Hao, T.: discovering the recent research in natural language processing field based on a statistical approach. In: Huang, T.-C., Lau, R., Huang, Y.-M., Spaniol, M., Yuen, C.-H. (eds.) SETE 2017. LNCS, vol. 10676, pp. 507–517. Springer, Cham (2017). https://​doi.​org/​10.​1007/​978-3-319-71084-6_​60CrossRef
20.
Zurück zum Zitat Hassan, S.U., Haddawy, P., Zhu, J.: A bibliometric study of the world’s research activity in sustainable development and its sub-areas using scientific literature. Scientometrics 99(2), 549–579 (2014)CrossRef Hassan, S.U., Haddawy, P., Zhu, J.: A bibliometric study of the world’s research activity in sustainable development and its sub-areas using scientific literature. Scientometrics 99(2), 549–579 (2014)CrossRef
21.
Zurück zum Zitat Zawacki-Richter, O., Latchem, C.: Exploring four decades of research in computers & education. Comput. Educ. 122, 136–152 (2018)CrossRef Zawacki-Richter, O., Latchem, C.: Exploring four decades of research in computers & education. Comput. Educ. 122, 136–152 (2018)CrossRef
22.
Zurück zum Zitat Zhong, S., Geng, Y., Liu, W., Gao, C., Chen, W.: A bibliometric review on natural resource accounting during 1995–2014. J. Cleaner Prod. 139, 122–132 (2016)CrossRef Zhong, S., Geng, Y., Liu, W., Gao, C., Chen, W.: A bibliometric review on natural resource accounting during 1995–2014. J. Cleaner Prod. 139, 122–132 (2016)CrossRef
23.
Zurück zum Zitat Gimenez, E., Salinas, M., Manzano-Agugliaro, F.: Worldwide research on plant defense against biotic stresses as improvement for sustainable agriculture. Sustainability 10(2), 391 (2018)CrossRef Gimenez, E., Salinas, M., Manzano-Agugliaro, F.: Worldwide research on plant defense against biotic stresses as improvement for sustainable agriculture. Sustainability 10(2), 391 (2018)CrossRef
24.
Zurück zum Zitat Hirsch, J.E., Buela-Casal, G.: The meaning of the H-Index. Int. J. Clin. Health Psychol. 14(2), 161–164 (2014)CrossRef Hirsch, J.E., Buela-Casal, G.: The meaning of the H-Index. Int. J. Clin. Health Psychol. 14(2), 161–164 (2014)CrossRef
25.
Metadaten
Titel
The Analysis of Worldwide Research on Artificial Intelligence Assisted User Modeling
verfasst von
Xieling Chen
Dongfa Gao
Yonghui Lun
Dingli Zhou
Tianyong Hao
Haoran Xie
Copyright-Jahr
2020
DOI
https://doi.org/10.1007/978-3-030-38778-5_23