A Formal Framework for Hypergraph-Based User Profiles


Tarakci H., Cicekli N. K.

29th Annual Symposium on Computer and Information Sciences, Krakow, Poland, 27 - 28 October 2014, pp.285-293 identifier

  • Publication Type: Conference Paper / Full Text
  • Doi Number: 10.1007/978-3-319-09465-6_30
  • City: Krakow
  • Country: Poland
  • Page Numbers: pp.285-293

Abstract

In this study, we propose a formal framework for user profile representation with hypergraphs. We exploit the framework to aggregate partial profiles of the individual to obtain a complete, multi-domain user model, since we aim to model the user from several perspectives. We use Freebase commons package concepts as pre-defined domains. The proposed user model is also capable of extracting user domain capsules, which models the user for the domain of interest. Moreover, using a hypergraph data structure results in solving connection-based problems easily, since the cost of local operations on a graph is low and independent of the size of the whole graph. Many problems in user modelling domain are connection-based problems, such as recommendation.