Skip to main content
Top
Published in: International Journal on Digital Libraries 1-2/2014

01-04-2014

Harvesting latent and usage-based metadata in a course management system to enrich the underlying educational digital library

A case study

Authors: Gerd Kortemeyer, Stefan Dröschler, David E. Pritchard

Published in: International Journal on Digital Libraries | Issue 1-2/2014

Log in

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

search-config
loading …

Abstract

In this case study, we demonstrate how in an integrated digital library and course management system, metadata can be generated using a bootstrapping mechanism. The integration encompasses sequencing of content by teachers and deployment of content to learners. We show that taxonomy term assignments and a recommender system can be based almost solely on usage data (especially correlations on what teachers have put in the same course or assignment). In particular, we show that with minimal human intervention, taxonomy terms, quality measures, and an association ruleset can be established for a large pool of fine-granular educational assets.

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 Recker, M.M., Wiley, D.A.: A non-authoritative educational metadata ontology for filtering and recommending learning objects. J. Interact. Learn. Environ. 9(3), 255–271 (2001)CrossRef Recker, M.M., Wiley, D.A.: A non-authoritative educational metadata ontology for filtering and recommending learning objects. J. Interact. Learn. Environ. 9(3), 255–271 (2001)CrossRef
2.
go back to reference Kortemeyer, G.: Ten years later: why open educational resources have not noticeably affected higher education, and why we should care. EDUCAUSE Review, Online, 02/26 (2013) Kortemeyer, G.: Ten years later: why open educational resources have not noticeably affected higher education, and why we should care. EDUCAUSE Review, Online, 02/26 (2013)
3.
go back to reference Park, N., Roman, R., Lee, S., Chung, J.E.: User acceptance of a digital library system in developing countries: an application of the technology acceptance model. Int. J. Inf. Manag. 29(3), 196–209 (2009)CrossRef Park, N., Roman, R., Lee, S., Chung, J.E.: User acceptance of a digital library system in developing countries: an application of the technology acceptance model. Int. J. Inf. Manag. 29(3), 196–209 (2009)CrossRef
4.
go back to reference Turner, M., Kitchenham, B., Brereton, P., Charters, S., Budgen, D.: Does the technology acceptance model predict actual use? A systematic literature review. Inf. Softw. Technol. 52(5), 463–479 (2010)CrossRef Turner, M., Kitchenham, B., Brereton, P., Charters, S., Budgen, D.: Does the technology acceptance model predict actual use? A systematic literature review. Inf. Softw. Technol. 52(5), 463–479 (2010)CrossRef
5.
go back to reference Jeng, J.: What is usability in the context of the digital library and how can it be measured? Inf. Technol. Libr. 24(2) (2005) Jeng, J.: What is usability in the context of the digital library and how can it be measured? Inf. Technol. Libr. 24(2) (2005)
6.
go back to reference Buchanan, S., Salako, A.: Evaluating the usability and usefulness of a digital library. Libr. Rev. 58(9), 638–651 (2009)CrossRef Buchanan, S., Salako, A.: Evaluating the usability and usefulness of a digital library. Libr. Rev. 58(9), 638–651 (2009)CrossRef
7.
go back to reference Bethard, S., Wetzler, P., Butcher, K., Martin, J.H., Sumner, T.: Automatically characterizing resource quality for educational digital libraries. JCDL ’09: Proceedings of the 9th ACM/IEEE-CS Joint Conference on Digital Libraries. pp. 221–230 (2009) Bethard, S., Wetzler, P., Butcher, K., Martin, J.H., Sumner, T.: Automatically characterizing resource quality for educational digital libraries. JCDL ’09: Proceedings of the 9th ACM/IEEE-CS Joint Conference on Digital Libraries. pp. 221–230 (2009)
8.
9.
go back to reference Lau, S.B. -Y., Lee, C.-S., Singh, Y.P.: A folksonomy-based lightweight resource annotation metadata schema for personalized hypermedia learning resource delivery. Inter. Learn. Environ. doi:10.1080/10494820.2012.745429 (2012) Lau, S.B. -Y., Lee, C.-S., Singh, Y.P.: A folksonomy-based lightweight resource annotation metadata schema for personalized hypermedia learning resource delivery. Inter. Learn. Environ. doi:10.​1080/​10494820.​2012.​745429 (2012)
11.
go back to reference Mimi, R., Leary, H., Walker, A., Diekema, A., Wetzler, P., Sumner, Y., Martin, J.: Modeling teacher ratings of online resources: a human-machine approach to quality. Paper presented at the American Educational Research Association annual meeting, New Orleans (2011) Mimi, R., Leary, H., Walker, A., Diekema, A., Wetzler, P., Sumner, Y., Martin, J.: Modeling teacher ratings of online resources: a human-machine approach to quality. Paper presented at the American Educational Research Association annual meeting, New Orleans (2011)
12.
go back to reference Klebl, M., Krämer, B.: Distributed repositories for educational content-Part 1: Information Management for Educational Content. eleed, vol. 7, 2010 (urn:nbn:de:0009–5-27716) Klebl, M., Krämer, B.: Distributed repositories for educational content-Part 1: Information Management for Educational Content. eleed, vol. 7, 2010 (urn:nbn:de:0009–5-27716)
13.
go back to reference Klebl, M., Krämer, B., Annett, Z., Matthias, H., Christian, L.: Distributed repositories for educational content-Part 2: Technology. eleed, vol. 7, 2010 (urn:nbn:de:0009–5-27748) Klebl, M., Krämer, B., Annett, Z., Matthias, H., Christian, L.: Distributed repositories for educational content-Part 2: Technology. eleed, vol. 7, 2010 (urn:nbn:de:0009–5-27748)
14.
go back to reference Kortemeyer, G., Kashy, E., Benenson, W., Bauer, W.: Experiences using the open-source learning content management and assessment system LON-CAPA in introductory physics courses. Am. J. Phy. 76, 438–444 (2008)CrossRef Kortemeyer, G., Kashy, E., Benenson, W., Bauer, W.: Experiences using the open-source learning content management and assessment system LON-CAPA in introductory physics courses. Am. J. Phy. 76, 438–444 (2008)CrossRef
15.
go back to reference Duval, E.: Standardized metadata for education: a status report. In: Proceedings of the World Conference on Educational Multimedia, Hypermedia and Telecommunications (EDMEDIA) (2001) Duval, E.: Standardized metadata for education: a status report. In: Proceedings of the World Conference on Educational Multimedia, Hypermedia and Telecommunications (EDMEDIA) (2001)
16.
go back to reference Duval, E., Hodgins, W., Stuart, S., Stuart, W.: Metadata principles and practicalities. D-Lib Magazine 8(4), (2002) Duval, E., Hodgins, W., Stuart, S., Stuart, W.: Metadata principles and practicalities. D-Lib Magazine 8(4), (2002)
17.
go back to reference Koutsomitropoulos, D.A., Alexopoulos, A.D., Solomou, G.D., Papatheodorou, T.S.: The use of metadata for educational resources in digital repositories: practices and perspectives. D-Lib Magazine 16(1/2) (2010) Koutsomitropoulos, D.A., Alexopoulos, A.D., Solomou, G.D., Papatheodorou, T.S.: The use of metadata for educational resources in digital repositories: practices and perspectives. D-Lib Magazine 16(1/2) (2010)
19.
go back to reference Bergner, Y., Dröschler, S., Kortemeyer, G., Rayyan, S., Seaton, D., Pritchard, D.: Model-based collaborative filtering analysis of student response data: machine-learning item response theory. In: Proceedings of the 5th International Conference on Educational Data Mining pp. 95–102 (2012) Bergner, Y., Dröschler, S., Kortemeyer, G., Rayyan, S., Seaton, D., Pritchard, D.: Model-based collaborative filtering analysis of student response data: machine-learning item response theory. In: Proceedings of the 5th International Conference on Educational Data Mining pp. 95–102 (2012)
20.
go back to reference Kortemeyer, G.: Gender differences in the use of an online homework system in an introductory physics course. Phys. Rev. ST Phys. Educ. Res. 5, 010107 (8 pages) (2009) Kortemeyer, G.: Gender differences in the use of an online homework system in an introductory physics course. Phys. Rev. ST Phys. Educ. Res. 5, 010107 (8 pages) (2009)
21.
go back to reference Palazzo, D.J., Lee, Y.-J., Warnakulasooriya, R., Pritchard, D.E.: Patterns, correlates, and reduction of homework copying. Phys. Rev. ST Phys. Educ. Res. 6, 010104 (12 pages) (2010) Palazzo, D.J., Lee, Y.-J., Warnakulasooriya, R., Pritchard, D.E.: Patterns, correlates, and reduction of homework copying. Phys. Rev. ST Phys. Educ. Res. 6, 010104 (12 pages) (2010)
22.
go back to reference Han, P., Kortemeyer, G., Krämer, B.J., von Prümmer, C.: Exposure and support of latent social networks among learning object repository users. J. Univ. Comput. Sci. (J.UCS), 14(10) (2008) Han, P., Kortemeyer, G., Krämer, B.J., von Prümmer, C.: Exposure and support of latent social networks among learning object repository users. J. Univ. Comput. Sci. (J.UCS), 14(10) (2008)
Metadata
Title
Harvesting latent and usage-based metadata in a course management system to enrich the underlying educational digital library
A case study
Authors
Gerd Kortemeyer
Stefan Dröschler
David E. Pritchard
Publication date
01-04-2014
Publisher
Springer Berlin Heidelberg
Published in
International Journal on Digital Libraries / Issue 1-2/2014
Print ISSN: 1432-5012
Electronic ISSN: 1432-1300
DOI
https://doi.org/10.1007/s00799-013-0107-6

Premium Partner