Skip to main content

2015 | OriginalPaper | Buchkapitel

Comparison of Emoticon Recommendation Methods to Improve Computer-Mediated Communication

verfasst von : Yuki Urabe, Rafal Rzepka, Kenji Araki

Erschienen in: Recommendation and Search in Social Networks

Verlag: Springer International Publishing

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

This paper describes the development of an emoticon recommendation system based on users’ emotional statements. In order to develop this system, an innovative emoticon database consisting of a table of emoticons with points expressed from each of 10 distinctive emotions was created. An evaluation experiment showed that our proposed system achieved an improvement of 28.1 points over a baseline system, which recommends emoticons based on users’ past emoticon selection. We also integrated the proposed and baseline systems, leading to a performance improvement of approximately 73.0 % in the same experiment. Evaluation of respondents’ perceptions of the three systems utilizing an SD scale and factor analysis is also described in this paper.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Literatur
1.
Zurück zum Zitat Mehrabian A (1971) Silent messages, 1st edn. Wadsworth, Belmont Mehrabian A (1971) Silent messages, 1st edn. Wadsworth, Belmont
2.
Zurück zum Zitat Park J, Barash V, Fink C, Cha M (2013) Emoticon style: Interpreting differences in emoticons across cultures. The 7th international AAAI conference on weblogs and social media. AAAI Press, Palo Alto, pp 466–475 Park J, Barash V, Fink C, Cha M (2013) Emoticon style: Interpreting differences in emoticons across cultures. The 7th international AAAI conference on weblogs and social media. AAAI Press, Palo Alto, pp 466–475
3.
Zurück zum Zitat Derks D, Bos AER, Grumbkow JB (2008) Emoticons in computer-mediated communication: social motives and social context. Cyberpsychology & Behavior, vol 11(1). Mary Ann Liebert, New York, pp 99–101 Derks D, Bos AER, Grumbkow JB (2008) Emoticons in computer-mediated communication: social motives and social context. Cyberpsychology & Behavior, vol 11(1). Mary Ann Liebert, New York, pp 99–101
4.
Zurück zum Zitat Lo SK (2008) The nonverbal communication functions of emoticons in computer-mediated communication. Cyberpsychology & Behavior, vol 11(5). Mary Ann Liebert, New York, pp 595–597 Lo SK (2008) The nonverbal communication functions of emoticons in computer-mediated communication. Cyberpsychology & Behavior, vol 11(5). Mary Ann Liebert, New York, pp 595–597
5.
Zurück zum Zitat Kato S, Kato Y, Scott D (2009) Relationships between emotional states and emoticons in mobile phone email communication in Japan. International journal on e-learning, vol 8(3). AACE Press, Waynesville, pp 385–401 Kato S, Kato Y, Scott D (2009) Relationships between emotional states and emoticons in mobile phone email communication in Japan. International journal on e-learning, vol 8(3). AACE Press, Waynesville, pp 385–401
6.
Zurück zum Zitat Ptaszynski M, Dybala P, Rzepka R, Araki K (2008) Effective analysis of emotiveness in utterances based on features of lexical and non-lexical layer of speech. In: The 14th annual meeting of the association for natural language processing, pp 171–174. Ptaszynski M, Dybala P, Rzepka R, Araki K (2008) Effective analysis of emotiveness in utterances based on features of lexical and non-lexical layer of speech. In: The 14th annual meeting of the association for natural language processing, pp 171–174.
7.
Zurück zum Zitat Ptaszynski M, Maciejewski J, Dybala P, Rzepka R, Araki K (2010) CAO: A fully automatic emoticon analysis system based on theory of kinesics. IEEE Trans Affect Comput 1:46–59CrossRef Ptaszynski M, Maciejewski J, Dybala P, Rzepka R, Araki K (2010) CAO: A fully automatic emoticon analysis system based on theory of kinesics. IEEE Trans Affect Comput 1:46–59CrossRef
8.
Zurück zum Zitat Emura Y, Seki Y (2012) Facemark recommendation based on emotion, communication, and motion type estimation in text. IPSJ Sig Notes 85:1–7 Emura Y, Seki Y (2012) Facemark recommendation based on emotion, communication, and motion type estimation in text. IPSJ Sig Notes 85:1–7
9.
Zurück zum Zitat Kawakami M (2008) The database of 31 Japanese emoticon with their emotions and emphasis. The human science research bulletin of Osaka Shoin Women’s University 7:67–82 Kawakami M (2008) The database of 31 Japanese emoticon with their emotions and emphasis. The human science research bulletin of Osaka Shoin Women’s University 7:67–82
10.
Zurück zum Zitat Nakamura A (1993) Dictionary of emotive expressions (Kanjyo Hyogen Jiten) (in Japanese). Tokyodo Publishing, Tokyo Nakamura A (1993) Dictionary of emotive expressions (Kanjyo Hyogen Jiten) (in Japanese). Tokyodo Publishing, Tokyo
11.
Zurück zum Zitat Urabe Y, Rzepka R, Araki K (2013) Emoticon recommendation for Japanese computer-mediated communication. In: The proceedings of 2013 IEEE seventh international conference on semantic computing, Irvine, pp 25–31. Urabe Y, Rzepka R, Araki K (2013) Emoticon recommendation for Japanese computer-mediated communication. In: The proceedings of 2013 IEEE seventh international conference on semantic computing, Irvine, pp 25–31.
12.
Zurück zum Zitat Osgood CE, Suci GJ, Tannenbaum PH (1957) The measurement of meaning. University of Illinois Press, Urbana Osgood CE, Suci GJ, Tannenbaum PH (1957) The measurement of meaning. University of Illinois Press, Urbana
Metadaten
Titel
Comparison of Emoticon Recommendation Methods to Improve Computer-Mediated Communication
verfasst von
Yuki Urabe
Rafal Rzepka
Kenji Araki
Copyright-Jahr
2015
DOI
https://doi.org/10.1007/978-3-319-14379-8_2

Premium Partner