Creative States Estimation and Resonance Detection using Hidden Markov Models

DOI Open Access

Bibliographic Information

Other Title
  • 隠れマルコフモデルを用いた創造的心理状態の推定 および「響きあい」の検出

Description

The importance of " resonance," when a concept is shared and individual creative moments resonate among co-designers, is widely recognized. However, quantitative research on the subject remains in the germination stage. In this study, we estimate the creative states that occur during co-creative pair work using a hidden Markov model (HMM) based on multimodal biological indicators that arise during concept generation by pairs. Furthermore, we estimate the creative states that occur during individual work using the same model, which includes phenomena specific to co-creation, and examine the relationship between individual creativity and resonance. The results show that the HMM can estimate creative states during co-creation to a degree. The HMM also detected " self-resonance," which occurs when an individual forms an image that does not require involvement with others, suggesting a quality equal to resonance with others at the individual level of cognition.

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Details 詳細情報について

  • CRID
    1390859073045681024
  • DOI
    10.24578/japancreativity.26.0_118
  • ISSN
    24334588
    13492454
  • Text Lang
    ja
  • Article Type
    journal article
  • Data Source
    • JaLC
    • KAKEN
  • Abstract License Flag
    Disallowed

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