TY - GEN
T1 - Reputation-based selection of language services
AU - Goto, Shinsuke
AU - Murakami, Yohei
AU - Ishida, Toru
PY - 2011
Y1 - 2011
N2 - 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.
AB - 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.
KW - Hypothetical reasoning
KW - QoS
KW - Reputation information
KW - Service selection
UR - http://www.scopus.com/inward/record.url?scp=80053150383&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=80053150383&partnerID=8YFLogxK
U2 - 10.1109/SCC.2011.111
DO - 10.1109/SCC.2011.111
M3 - Conference contribution
AN - SCOPUS:80053150383
SN - 9780769544625
T3 - Proceedings - 2011 IEEE International Conference on Services Computing, SCC 2011
SP - 330
EP - 337
BT - Proceedings - 2011 IEEE International Conference on Services Computing, SCC 2011
T2 - 2011 IEEE International Conference on Services Computing, SCC 2011
Y2 - 4 July 2011 through 9 July 2011
ER -