Skip to main content

Keyword-Based Search and Ranking in NPTEL Lecture Videos

  • Conference paper
  • First Online:
Proceedings of the International Conference on Transformations in Engineering Education

Abstract

Information retrieval is one of the most important technologies of present times due to vast availability of information. Lots of systems with varying information are available through the Internet. Useful information can be retrieved from these systems. The Web is a crucial application available on the Internet. It provides a medium to study and learn various subjects in the education domain. Large amount of E-content is also available on internet sites like NPTEL, OCW, OCC, CORE, UNIVERSIA, TOCWC, KOCWC, RuOCW, BigBlueButton and YouTube. NPTEL has covered more than 600 courses which include recorded video lectures. There is no search engine available providing a mechanism to search content within these videos. All these monolithic lecture videos are around of an hour’s duration. Learners face difficulty when searching a keyword-relevant content in these videos. A keyword-based system to search within a single lecture video or across multiple videos is required to reduce the time to use this content. It will be useful to have an efficient information retrieval system helping many students to search the NPTEL content. In this study, a search and ranking system is proposed for the video content of NPTEL lectures.

This is a preview of subscription content, log in via an institution to check access.

Access this chapter

Chapter
USD 29.95
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
eBook
USD 129.00
Price excludes VAT (USA)
  • Available as EPUB and PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book
USD 169.99
Price excludes VAT (USA)
  • Compact, lightweight edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info

Tax calculation will be finalised at checkout

Purchases are for personal use only

Institutional subscriptions

References

  1. Glass J, Hazen T, Cyphers S, Malioutov I, Huynh D, Barzilay R. Recent progress in the MIT spoken lecture processing project. In: Proceedings of the 8th INTERSPEECH-2007, Belgium, 27–31 Aug 2007, pp. 2553–56.

    Google Scholar 

  2. Kamabathula VK, Iyer S. Automated tagging to enable fine-grained browsing of lecture videos. In: Proceedings of the IEEE international conference on technology for education, Chennai, 14–16 Jul 2011, pp. 96–102.

    Google Scholar 

  3. Smeaton AF. Techniques used and open challenges to the analysis, indexing and retrieval of digital videos. J Inf Syst. 2007;32(4):545–59.

    Article  Google Scholar 

  4. Aradhye H, Toderici G, Yagnik J. Video2text: learning to annotate video content. In: Proceedings of the IEEE international conference on data mining workshops, Pisa, 15–19 Dec 2008, pp. 144–51.

    Google Scholar 

  5. The Open Video Project: a shared video collection. http://www.open-video.org/. Seen on 31 Aug 2013.

  6. Internet Archive: Moving image archive. http://www.internet.archieve/details/movies/. Seen on 31 Aug 2013.

  7. Hopfgartner F, Jose J. A news video retrieval framework for the study of implicit relevance feedback. In: Proceedings of the 2nd international workshop on semantic media adaption and personalization, Uxbridge, 17–18 Dec 2007, pp. 233–36.

    Google Scholar 

  8. O’Connor N, Lee H, Smeaton AF, Jones GJF, Cooke E, Le Borgne H. Fischlar-TRECVid-2004: combined text and image based searching of video archives. In: Proceedings of the IEEE international symposium on circuit and systems, Island of Kos. 21–24 May 2006, p. 4.

    Google Scholar 

  9. Lee H, Smeaton AF, O’Connor NE, Smyth B. User evaluation of F’ischlar-news: an automatic broadcast news delivery system. ACM Trans Inf Syst. 2006;24(2):145–89.

    Article  Google Scholar 

  10. National Program on Technology Enhanced Learning (NPTEL). http://www.nptel.iitm.ac.in. Seen on 31 Aug 2013.

  11. MIT’s Open Course Ware (OCW). http://ocw.mit.edu. Last seen on 31 Aug 2013.

  12. Open Courseware Consortium (OCC). http://www.ocwconsortium.org. Last seen on 31 Aug 2013.

  13. China Open Resources in Education (CORE). http://www.core.org.cn. Last seen on 31 Aug 2013.

  14. UNIVERSIA. http://ocw.universia.net. Last seen on 31 Aug 2013.

  15. Taiwan Open Courseware Consortium (TOCWC). http://tocwc.nctu.edu.tw. Last seen on 31 Aug 2013.

  16. Korea OCW Consortium (KOCWC). http://www.kocwc.org. Last seen on 31 Aug 2013.

  17. Russian Open Courseware (RuOCW). http://ruocw.org

  18. Open source web conferencing system developed primarily for distance education. http://www.bigbluebutton.org. Last seen on 31 Aug 2013.

  19. Yuan J, Liberman M, Cieri C. Towards an integrated understanding of speaking rate in conversation. In: Proceedings of the 7th international conference on spoken language processing (INTERSPEECH-2006), Pittsburgh, 17–21 Sept 2006.

    Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Manpreet Kaur .

Editor information

Editors and Affiliations

Rights and permissions

Reprints and permissions

Copyright information

© 2015 Springer India

About this paper

Cite this paper

Kaur, M., Kumar, H. (2015). Keyword-Based Search and Ranking in NPTEL Lecture Videos. In: Natarajan, R. (eds) Proceedings of the International Conference on Transformations in Engineering Education. Springer, New Delhi. https://doi.org/10.1007/978-81-322-1931-6_12

Download citation

  • DOI: https://doi.org/10.1007/978-81-322-1931-6_12

  • Published:

  • Publisher Name: Springer, New Delhi

  • Print ISBN: 978-81-322-1930-9

  • Online ISBN: 978-81-322-1931-6

  • eBook Packages: EngineeringEngineering (R0)

Publish with us

Policies and ethics