Skip to main content
Top

2021 | OriginalPaper | Chapter

Micro-video Learning Resource Portrait and Its Application

Authors : Jinjiao Lin, Yanze Zhao, Tianqi Gao, Chunfang Liu, Haitao Pu

Published in: Human Centered Computing

Publisher: Springer International Publishing

Activate our intelligent search to find suitable subject content or patents.

search-config
loading …

Abstract

The emergence of a large number of online learning platforms changes the learners' demands and learning styles, thus the society puts forward higher requirements for the personalization, intelligentization and adaptability of learning resource platforms. For large-scale, multi-source and fragmented micro-video learning resources and personalized education problems, based on micro-video online learning resources data, the paper studies the accurate, comprehensive and usable micro-video learning resources portrait method. And through the application of deep learning technology, it studies the theory and method of micro-video learning resource data analysis and personalized learning resource recommendation. It explores and forms the basic theories and methods of data-driven micro-video learning resources analysis to support the research of personalized education theories and methods.

Dont have a licence yet? Then find out more about our products and how to get one now:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Literature
1.
go back to reference Zhi, C., Guangyuang, S., Xiuyun, P.: The knowledge point is the cognitive unit of the person. Psychol. Sci. 25(3), 369–370 (2002) Zhi, C., Guangyuang, S., Xiuyun, P.: The knowledge point is the cognitive unit of the person. Psychol. Sci. 25(3), 369–370 (2002)
2.
go back to reference Shengquan, Y., Qi, W., Yuntao, Y., et al.: Research on international standards proposal learning cell. China Educ. Technol. (11) 64–70 (2018) Shengquan, Y., Qi, W., Yuntao, Y., et al.: Research on international standards proposal learning cell. China Educ. Technol. (11) 64–70 (2018)
3.
go back to reference Ping, Y., Zhiting, Z.: The study of content standards for open educational resources. Open Educ. Res. 20(1), 111–120 (2014) Ping, Y., Zhiting, Z.: The study of content standards for open educational resources. Open Educ. Res. 20(1), 111–120 (2014)
4.
go back to reference Yang Jiumin, X., Ke, H.J., et al.: The interaction effects of the type of cues and learners’ prior knowledge on learning in video lectures. Modern Distance Educ. Res. 32(01), 93–101 (2020) Yang Jiumin, X., Ke, H.J., et al.: The interaction effects of the type of cues and learners’ prior knowledge on learning in video lectures. Modern Distance Educ. Res. 32(01), 93–101 (2020)
5.
go back to reference Bian, J., Huang, M.L.: Semantic topic discovery for lecture video. In: Bi, Y., Bhatia, R., Kapoor, S. (eds.) Intelligent Systems and Applications, IntelliSys 2019, Advances in Intelligent Systems and Computing, vol. 1037, pp. 457–466. Springer, Cham (2020). https://doi.org/10.1007/978-3-030-29516-5_36 Bian, J., Huang, M.L.: Semantic topic discovery for lecture video. In: Bi, Y., Bhatia, R., Kapoor, S. (eds.) Intelligent Systems and Applications, IntelliSys 2019, Advances in Intelligent Systems and Computing, vol. 1037, pp. 457–466. Springer, Cham (2020). https://​doi.​org/​10.​1007/​978-3-030-29516-5_​36
6.
go back to reference Shen, M., Liu, D.R., Huang, Y.S.: Extracting semantic relations to enrich domain ontologies. J. Intell. Inf. Syst. 39(3), 749–761 (2012)CrossRef Shen, M., Liu, D.R., Huang, Y.S.: Extracting semantic relations to enrich domain ontologies. J. Intell. Inf. Syst. 39(3), 749–761 (2012)CrossRef
7.
go back to reference Dongming, Y., Dawei, Y., Hang, G., et al.: Research on knowledge point relationship extraction for elementary mathematics. J. East China Normal Univ. (Social Sciences) 2019(5), 53–65 (2019) Dongming, Y., Dawei, Y., Hang, G., et al.: Research on knowledge point relationship extraction for elementary mathematics. J. East China Normal Univ. (Social Sciences) 2019(5), 53–65 (2019)
8.
go back to reference Li, J., Chang, C., Yang, Z., Fu, H., Tang, Y.: Probability matrix factorization algorithm for course recommendation system fusing the influence of nearest neighbor users based on cloud model. In: Tang, Y., Zu, Q., Rodríguez García, J.G. (eds.) HCC 2018. LNCS, vol. 11354, pp. 488–496. Springer, Cham (2019). https://doi.org/10.1007/978-3-030-15127-0_49CrossRef Li, J., Chang, C., Yang, Z., Fu, H., Tang, Y.: Probability matrix factorization algorithm for course recommendation system fusing the influence of nearest neighbor users based on cloud model. In: Tang, Y., Zu, Q., Rodríguez García, J.G. (eds.) HCC 2018. LNCS, vol. 11354, pp. 488–496. Springer, Cham (2019). https://​doi.​org/​10.​1007/​978-3-030-15127-0_​49CrossRef
9.
go back to reference Apaza, R.G., Cervantes, E.V., Quispe, L.C., et al.: Online courses recommendation based on LDA. In: Proceedings of the 1st Symposium on Information Management and Big Data, Cusco, Peru, 8–10 September, pp. 42–48 (2014) Apaza, R.G., Cervantes, E.V., Quispe, L.C., et al.: Online courses recommendation based on LDA. In: Proceedings of the 1st Symposium on Information Management and Big Data, Cusco, Peru, 8–10 September, pp. 42–48 (2014)
Metadata
Title
Micro-video Learning Resource Portrait and Its Application
Authors
Jinjiao Lin
Yanze Zhao
Tianqi Gao
Chunfang Liu
Haitao Pu
Copyright Year
2021
DOI
https://doi.org/10.1007/978-3-030-70626-5_32

Premium Partner