Inferring human beliefs and desires from their actions and the content of their utterances

Yuta Watanabe, Yosuke Fukuchi, Tomoyuki Maekawa, Shoya Matsumori, Michita Imai

研究成果: Conference contribution

抄録

To create dialogue systems that provide information a user needs to know at an opportune moment, it is important to infer the user's mental states such as his/her beliefs and desires. There are two types of study on inferring beliefs and desires: one type infers them from actions and the other infers them from the content of utterances. However, a method to infer beliefs and desires from both kinds of inference in an integrated way has not yet been established. In this paper, we propose Multimodal Inference of Mind Simultaneous Contextualization and Interpreting (MIoM SCAIN), a system for sequentially inferring users' beliefs and desires on the basis of their walking behaviors and the content of their utterances. In our evaluation, we compared inferences of MIoM SCAIN with those of baselines that use either walking behaviors or the content of utterances. MIoM SCAIN's predictions showed more correlation with subjective judgements compared with the baselines, indicating that the inference of beliefs and desires from both walking behaviors and utterance content is possible.

本文言語English
ホスト出版物のタイトルHAI 2021 - Proceedings of the 9th International User Modeling, Adaptation and Personalization Human-Agent Interaction
出版社Association for Computing Machinery, Inc
ページ391-395
ページ数5
ISBN(電子版)9781450386203
DOI
出版ステータスPublished - 2021 11月 9
イベント9th International User Modeling, Adaptation and Personalization Human-Agent Interaction, HAI 2021 - Virtual, Online, Japan
継続期間: 2021 11月 92021 11月 11

出版物シリーズ

名前HAI 2021 - Proceedings of the 9th International User Modeling, Adaptation and Personalization Human-Agent Interaction

Conference

Conference9th International User Modeling, Adaptation and Personalization Human-Agent Interaction, HAI 2021
国/地域Japan
CityVirtual, Online
Period21/11/921/11/11

ASJC Scopus subject areas

  • ソフトウェア
  • 人工知能
  • 人間とコンピュータの相互作用

引用スタイル