Reputation-based selection of language services

Shinsuke Goto, Yohei Murakami, Toru Ishida

Research output: Chapter in Book/Report/Conference proceedingConference contribution

5 Citations (Scopus)

Abstract

Quality of Service (QoS) can be used to select desired services from among those offering the equivalent function. In language services such as machine translation, one of the QoS metrics is translation accuracy. However, the problems are that evaluating the translation accuracy is too expensive, that the translation accuracy varies with the difficulty of the task, and that the usefulness of the translation to the user depends on the abilities of the user. In this paper, we propose a framework that selects a useful service for a specific user and task by using reputation information of users, which can be obtained at low cost. First, hypothetical reasoning is used to estimate the partial order relation between the accuracy of the language services, the language ability of the users, and the difficulty of the tasks. Second, deductive reasoning is applied to recommend useful services given the user and the task. We propose a reputation-based language service selection system that combines a partial order acquisition system with a service selection system.

Original languageEnglish
Title of host publicationProceedings - 2011 IEEE International Conference on Services Computing, SCC 2011
Pages330-337
Number of pages8
DOIs
Publication statusPublished - 2011 Sep 29
Event2011 IEEE International Conference on Services Computing, SCC 2011 - Washington, DC, United States
Duration: 2011 Jul 42011 Jul 9

Publication series

NameProceedings - 2011 IEEE International Conference on Services Computing, SCC 2011

Conference

Conference2011 IEEE International Conference on Services Computing, SCC 2011
CountryUnited States
CityWashington, DC
Period11/7/411/7/9

Keywords

  • Hypothetical reasoning
  • QoS
  • Reputation information
  • Service selection

ASJC Scopus subject areas

  • Computational Theory and Mathematics
  • Applied Mathematics

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  • Cite this

    Goto, S., Murakami, Y., & Ishida, T. (2011). Reputation-based selection of language services. In Proceedings - 2011 IEEE International Conference on Services Computing, SCC 2011 (pp. 330-337). [6009278] (Proceedings - 2011 IEEE International Conference on Services Computing, SCC 2011). https://doi.org/10.1109/SCC.2011.111