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People to people recommendation using coupled nonnegative Boolean matrix factorization

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  • معلومة اضافية
    • Contributors:
      Shanthini, J
    • بيانات النشر:
      Institute of Electrical and Electronics Engineers Inc.
    • الموضوع:
      2018
    • Collection:
      Queensland University of Technology: QUT ePrints
    • نبذة مختصرة :
      In the era of Web 3.0, people to people recommendation is important to identify and suggest the potential person who one might be interested to connect with. In most of the cases, the interaction between people generated is very sparse as people usually connect within a fewer circle. Matrix factorization has been successfully employed in generating recommendations of items to users under sparse condition and usually user to user friendship is used as an additional trust information in generating more accurate item recommendations. In this paper we develop a coupled matrix factorization model to accurately generate people to people recommendation by utilizing users’ interaction behaviour with items. Our empirical results shows that the proposed model achieves higher quality than the state of the art methods.
    • File Description:
      application/pdf
    • Relation:
      https://eprints.qut.edu.au/115753/1/People%20to%20People%20Recommendation%20using%20Coupled%20Nonnegative%20Boolean%20Matrix%20Factorization.pdf; Balasubramaniam, Thirunavukarasu, Nayak, Richi, & Yuen, Chau (2018) People to people recommendation using coupled nonnegative Boolean matrix factorization. In Shanthini, J (Ed.) Proceedings of the 2018 International Conference on Soft-computing and Network Security (ICSNS). Institute of Electrical and Electronics Engineers Inc., United States of America, pp. 223-227.; https://eprints.qut.edu.au/115753/; Institute for Future Environments; Science & Engineering Faculty
    • Rights:
      free_to_read ; Consult author(s) regarding copyright matters ; This work is covered by copyright. Unless the document is being made available under a Creative Commons Licence, you must assume that re-use is limited to personal use and that permission from the copyright owner must be obtained for all other uses. If the document is available under a Creative Commons License (or other specified license) then refer to the Licence for details of permitted re-use. It is a condition of access that users recognise and abide by the legal requirements associated with these rights. If you believe that this work infringes copyright please provide details by email to qut.copyright@qut.edu.au
    • الرقم المعرف:
      edsbas.35417B9C