Engineering Applications of Artificial Intelligence 75 (2018) 1–10
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Engineering Applications of Artificial Intelligence
journal homepage: www.elsevier.com/locate/engappai
Sharing notes: An academic social network based on a personalized fuzzy
linguistic recommender system
C. Porcel
b,
*, A. Ching-López
a
, G. Lefranc
c
, V. Loia
d
, E. Herrera-Viedma
a,
*
a
Department of Computer Science and Artificial Intelligence, University of Granada, Granada, Spain
b
Department of Computer Science, University of Jaén, Jaén, Spain
c
Escuela de Ingeniería Eléctrica, Pontificia Universidad Católica de Valparaíso, Chile
d
Department of Management and Innovation Systems, University of Salerno, Fisciano (SA), Italy
ARTICLE INFO
Keywords:
Recommender systems
Educational social networks
Fuzzy linguistic modeling
ABSTRACT
Social networks are Web systems that enable and encourage a collaborative work, making it possible to exchange
information between users, which makes them especially useful in many areas. Specifically, they could be used in
an academic environment with the aim of improving the educational processes, not replacing, but complementing
the most traditional face-to-face models. But nowadays the increasingly widespread use of new technologies and
social networks is causing the information we have available to grow disproportionately, making it more difficult
and expensive to access information of interest. To alleviate this problem, automatic tools such as recommender
systems, could be used to facilitate the accesses to relevant information, that in an academic environment would
help to customize the educational processes. So, in this paper we present SharingNotes, an academic social network
that can generate personalized recommendations to improve teaching and learning processes. To achieve this
goal, it incorporates a hybrid recommender system that uses an ontology to characterize the degrees of trust
among network users, and adopts the fuzzy linguistic modeling to improve the representation of information.
Then, the use of this platform allows adapting the educational process to the circumstances of each student.
The evaluation developed demonstrates the usefulness of this educational social network, as well as the users’
satisfaction while interacting and working with it.
1. Introduction
The main reasons that govern the new education scenarios involve
a reform of the educational system focused on the learning and active
role of the students, as well as in building knowledge as the complete in-
tegration of information and communication technologies in education
systems (Bhattacharya and Nath, 2016; Cobos et al., 2013; Moscoso,
2003; Secades and Arranz, 2016). New technologies enrich the learning
process with the capabilities of spreading the information in an easy and
efficient manner, besides giving the participants (professors, students,
experts, and so on) tools for both personal and group communication
that reinforce the tutorship action and the collaborative learning.
In this manner, social networks are one of the Web technologies that
facilitate and promote this collaborative work (Capuano et al., 2018).
These are defined as Web services that enable the users to set up a
public or semi-public profile within a bounded environment, establish
a list of users to maintain a connection with, and see and traverse its
*
Corresponding authors.
E-mail addresses: cporcel@ujaen.es (C. Porcel), alch@decsai.ugr.es (A. Ching-López), gaston.lefranc@gmail.com (G. Lefranc), loia@unisa.it (V. Loia),
viedma@decsai.ugr.es (E. Herrera-Viedma).
own list as well as the ones established by other users inside the system
(Boyd and Ellison, 2007). To achieve this, and depending on the case,
social networks give to the users some tools for building groups, private
messaging, public messaging, internal e-mail or chat, among others
(Herrera-Viedma et al., 2017). But more significant are the networks
that provide information exchange between users, because this made
them really suitable for some professional environments (Alonso et al.,
2013). For example, these are successfully applied in the corporate
world where they are set up as platforms that changes the corporate
work strategy following the same open and dynamic way of other sites
such as Facebook
1
or Twitter,
2
but specially oriented to encourage
interaction, collaborative work, innovation and productivity in business
1
https://www.facebook.com/.
2
https://twitter.com/.
https://doi.org/10.1016/j.engappai.2018.07.007
Received 24 July 2017; Received in revised form 30 April 2018; Accepted 24 July 2018
0952-1976/© 2018 Published by Elsevier Ltd.