Role of emotional features in collaborative recommendation

Yashar Moshfeghi; Joemon M. Jose

doi:10.1007/978-3-642-20161-5_83

Role of emotional features in collaborative recommendation

Yashar Moshfeghi, Joemon M. Jose

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution book

6 Citations (Scopus)

Abstract

The aim of this poster is to investigate the role of emotion in the collaborative filtering task. For this purpose, a kernel-based collaborative recommendation technique is used. The experiment is conducted on two MovieLens data sets. The emotional features are extracted from the movie reviews and plot summaries. The results show that emotional features are capable of enhancing recommendation effectiveness.

Original language	English
Title of host publication	Advances in Information Retrieval
Subtitle of host publication	33rd European Conference on IR Research, ECIR 2011, Dublin, Ireland, April 18-21, 2011. Proceedings
Editors	Paul Clough, Colum Foley, Cathal Gurrin, Gareth J. F. Jones, Wessel Kraaij, Hyowon Lee, Vanessa Mudoch
Place of Publication	Berlin
Publisher	Springer
Pages	738-742
Number of pages	5
ISBN (Print)	9783642201608, 9783642201615
DOIs	https://doi.org/10.1007/978-3-642-20161-5_83
Publication status	Published - 4 Jun 2011
Event	33rd European Conference on IR Research - Dublin, Ireland Duration: 18 Apr 2011 → 21 Apr 2011

Publication series

Name	Lecture Notes in Computer Science
Publisher	Springer
Volume	6611

Conference

Conference	33rd European Conference on IR Research
Abbreviated title	ECIR 2011
Country/Territory	Ireland
City	Dublin
Period	18/04/11 → 21/04/11

Keywords

collaborative filtering
emotion
recommendation effectiveness

Access to Document

10.1007/978-3-642-20161-5_83

Cite this

Moshfeghi, Y., & Jose, J. M. (2011). Role of emotional features in collaborative recommendation. In P. Clough, C. Foley, C. Gurrin, G. J. F. Jones, W. Kraaij, H. Lee, & V. Mudoch (Eds.), Advances in Information Retrieval: 33rd European Conference on IR Research, ECIR 2011, Dublin, Ireland, April 18-21, 2011. Proceedings (pp. 738-742). (Lecture Notes in Computer Science; Vol. 6611). Springer. https://doi.org/10.1007/978-3-642-20161-5_83

Moshfeghi, Yashar ; Jose, Joemon M. / Role of emotional features in collaborative recommendation. Advances in Information Retrieval: 33rd European Conference on IR Research, ECIR 2011, Dublin, Ireland, April 18-21, 2011. Proceedings. editor / Paul Clough ; Colum Foley ; Cathal Gurrin ; Gareth J. F. Jones ; Wessel Kraaij ; Hyowon Lee ; Vanessa Mudoch. Berlin : Springer, 2011. pp. 738-742 (Lecture Notes in Computer Science).

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title = "Role of emotional features in collaborative recommendation",

abstract = "The aim of this poster is to investigate the role of emotion in the collaborative filtering task. For this purpose, a kernel-based collaborative recommendation technique is used. The experiment is conducted on two MovieLens data sets. The emotional features are extracted from the movie reviews and plot summaries. The results show that emotional features are capable of enhancing recommendation effectiveness.",

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author = "Yashar Moshfeghi and Jose, {Joemon M.}",

year = "2011",

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language = "English",

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Moshfeghi, Y & Jose, JM 2011, Role of emotional features in collaborative recommendation. in P Clough, C Foley, C Gurrin, GJF Jones, W Kraaij, H Lee & V Mudoch (eds), Advances in Information Retrieval: 33rd European Conference on IR Research, ECIR 2011, Dublin, Ireland, April 18-21, 2011. Proceedings. Lecture Notes in Computer Science, vol. 6611, Springer, Berlin, pp. 738-742, 33rd European Conference on IR Research, Dublin, Ireland, 18/04/11. https://doi.org/10.1007/978-3-642-20161-5_83

Role of emotional features in collaborative recommendation. / Moshfeghi, Yashar; Jose, Joemon M.

Advances in Information Retrieval: 33rd European Conference on IR Research, ECIR 2011, Dublin, Ireland, April 18-21, 2011. Proceedings. ed. / Paul Clough; Colum Foley; Cathal Gurrin; Gareth J. F. Jones; Wessel Kraaij; Hyowon Lee; Vanessa Mudoch. Berlin : Springer, 2011. p. 738-742 (Lecture Notes in Computer Science; Vol. 6611).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution book

TY - GEN

T1 - Role of emotional features in collaborative recommendation

AU - Moshfeghi, Yashar

AU - Jose, Joemon M.

PY - 2011/6/4

Y1 - 2011/6/4

N2 - The aim of this poster is to investigate the role of emotion in the collaborative filtering task. For this purpose, a kernel-based collaborative recommendation technique is used. The experiment is conducted on two MovieLens data sets. The emotional features are extracted from the movie reviews and plot summaries. The results show that emotional features are capable of enhancing recommendation effectiveness.

AB - The aim of this poster is to investigate the role of emotion in the collaborative filtering task. For this purpose, a kernel-based collaborative recommendation technique is used. The experiment is conducted on two MovieLens data sets. The emotional features are extracted from the movie reviews and plot summaries. The results show that emotional features are capable of enhancing recommendation effectiveness.

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KW - emotion

KW - recommendation effectiveness

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DO - 10.1007/978-3-642-20161-5_83

M3 - Conference contribution book

SN - 9783642201608

SN - 9783642201615

T3 - Lecture Notes in Computer Science

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EP - 742

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A2 - Foley, Colum

A2 - Gurrin, Cathal

A2 - Jones, Gareth J. F.

A2 - Kraaij, Wessel

A2 - Lee, Hyowon

A2 - Mudoch, Vanessa

PB - Springer

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T2 - 33rd European Conference on IR Research

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Moshfeghi Y, Jose JM. Role of emotional features in collaborative recommendation. In Clough P, Foley C, Gurrin C, Jones GJF, Kraaij W, Lee H, Mudoch V, editors, Advances in Information Retrieval: 33rd European Conference on IR Research, ECIR 2011, Dublin, Ireland, April 18-21, 2011. Proceedings. Berlin: Springer. 2011. p. 738-742. (Lecture Notes in Computer Science). doi: 10.1007/978-3-642-20161-5_83

Role of emotional features in collaborative recommendation

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