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2014 | OriginalPaper | Chapter

A Formal Framework for Hypergraph-Based User Profiles

Authors : Hilal Tarakci, Nihan Kesim Cicekli

Published in: Information Sciences and Systems 2014

Publisher: Springer International Publishing

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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 predefined 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.

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Footnotes
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Metadata
Title
A Formal Framework for Hypergraph-Based User Profiles
Authors
Hilal Tarakci
Nihan Kesim Cicekli
Copyright Year
2014
Book
Information Sciences and Systems 2014

Print ISBN: 978-3-319-09464-9

Electronic ISBN: 978-3-319-09465-6

Copyright Year: 2014

DOI
https://doi.org/10.1007/978-3-319-09465-6_30

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