Analysis of task allocation based on social utility and incompatible individual preference

Naoki Iijima, Masashi Hayano, Ayumi Sugiyama, Toshiharu Sugawara

研究成果: Conference contribution

5 被引用数 (Scopus)

抄録

This paper proposes a task allocation method in which, although social utility is attempted to be maximized, agents also give weight to individual preferences based on their own specifications and capabilities. Due to the recent advances in computer and network technologies, many services can be provided by appropriately combining multiple types of information and different computational capabilities. The tasks that are carried out to perform these services are executed by allocating them to appropriate agents, which are computational entities having specific functionalities. However, these tasks are huge and appear simultaneously, and task allocation is thus a challenging issue since it is a combinatorial problem. The proposed method, which is based on our previous work, allocates resources/tasks to the appropriate agents by taking into account both social utility and individual preferences. We experimentally demonstrate that the appropriate strategy to decide the preference depends on the type of task and the features of the reward function as well as the social utility.

本文言語English
ホスト出版物のタイトルTAAI 2016 - 2016 Conference on Technologies and Applications of Artificial Intelligence, Proceedings
出版社Institute of Electrical and Electronics Engineers Inc.
ページ24-31
ページ数8
ISBN(電子版)9781509057320
DOI
出版ステータスPublished - 2017 3月 16
イベント2016 Conference on Technologies and Applications of Artificial Intelligence, TAAI 2016 - Hsinchu, Taiwan, Province of China
継続期間: 2016 11月 252016 11月 27

出版物シリーズ

名前TAAI 2016 - 2016 Conference on Technologies and Applications of Artificial Intelligence, Proceedings

Other

Other2016 Conference on Technologies and Applications of Artificial Intelligence, TAAI 2016
国/地域Taiwan, Province of China
CityHsinchu
Period16/11/2516/11/27

ASJC Scopus subject areas

  • 人工知能
  • コンピュータ ネットワークおよび通信
  • コンピュータ サイエンスの応用
  • 制御と最適化
  • 情報システム

フィンガープリント

「Analysis of task allocation based on social utility and incompatible individual preference」の研究トピックを掘り下げます。これらがまとまってユニークなフィンガープリントを構成します。

引用スタイル