1 / 32

A Study of Citations in Users’ Online Personal Collections

This study explores the use of citations in users' personal collections to provide personalized digital library services and examines the resolvability of citations to unique identifiers and online sources. The research aims to enhance recommender systems and understand users' research interests.

alfonso-cleveland
Télécharger la présentation

A Study of Citations in Users’ Online Personal Collections

An Image/Link below is provided (as is) to download presentation Download Policy: Content on the Website is provided to you AS IS for your information and personal use and may not be sold / licensed / shared on other websites without getting consent from its author. Content is provided to you AS IS for your information and personal use only. Download presentation by click this link. While downloading, if for some reason you are not able to download a presentation, the publisher may have deleted the file from their server. During download, if you can't get a presentation, the file might be deleted by the publisher.

E N D

Presentation Transcript

  1. A Study of Citations in Users’ Online Personal Collections Nishikant Kapoor John T Butler, Sean M McNee, Gary C Fouty James A Stemper, Joseph A Konstan GroupLens Research Group and University Libraries University of Minnesota, USA

  2. Recommenders Systems

  3. Recommenders Systems

  4. Recommenders Systems

  5. Recommenders Systems

  6. Recommenders Systems

  7. Recommenders Systems

  8. Recommenders Systems

  9. Research Objectives • Design & Develop • Personalized digital library services • Understand • Users’ research interests

  10. Research Questions Can we utilize users’ personal citation collections to offer them personalized DL services? • Can citations in users’ personal collections be resolved to unique identifiers? • How many of those do actually resolve to a unique online identifier? • How many of the resolved citations do actually lead to an online source for their content or metadata?

  11. RefWorks

  12. Citation Collections • RefWorks users • 96 collections, 30,336 citations • Two outliers (4000+ and 7000+) 316

  13. Citation Types

  14. Citation Types J B R N D S

  15. Citation Types W J B R N D

  16. Resolvability • A citation is resolvable if it has • A valid unique ID : DOI for articles, ISBN for books • Enough information to resolve it to a unique ID All citations that can be represented using a valid unique ID, are potentially resolvable. Unique ID of identical citations in different collections is key to building similarities between users.

  17. External Resolvers • DOI and OpenURL Query Interfaces • Citation resolvers at crossref.org (CR) • ISBN Query Interfaces • Citation resolver at worldcat.org (WC)

  18. Validity • A URL is valid if it leads to a citation’s source online • URLs : URL may or may not be unique • Validated existence of URL, not its accuracy • Did not attempt to retrieve ID for citation

  19. DOI Resolvability 0 0 0 0

  20. ISBN Resolvability

  21. URL Validity

  22. Resolvability Overlap

  23. Resolvability Summary 8,540 (47%)

  24. Limitations & Concerns • Very limited resolvers were used • Additional resolvers such as the Citation Matcher from PubMed could enhance resolvability further • Dataset too small and too diverse • Difficult to find correlation among users • CF based services work better with larger dataset • Privacy concerns • Users want (a) control (b) anonymity

  25. Future Work • Survey - Users’ willingness to share their personal collections • Understand how truly do users’ personal collections represent their profile? • Prototype of CF based DL services http://techlens.cs.umn.edu/ RecSys, Minneapolis, Oct 19-20, 2007

  26. Resources • GroupLens Research Group, Dept of CSEE University of Minnesota, USA http://www.grouplens.org/ • MovieLens Recommender System http://www.movielens.org/ • TechLens Recommender System http://techlens.cs.umn.edu/

  27. Acknowledgements • NSF grant IIS-0534939 • RefWorks (http://www.refworks.com/)

  28. A Study of Citations in Users’ Online Personal Collections Nishikant Kapoor Questions?

More Related