Mirror Ritual: An Affective Interface for Emotional Self-Reflection

التفاصيل البيبلوغرافية
العنوان: Mirror Ritual: An Affective Interface for Emotional Self-Reflection
المؤلفون: Jon McCormack, Nina Rajcic
المصدر: CHI
سنة النشر: 2020
مصطلحات موضوعية: FOS: Computer and information sciences, I.2.10, Computational creativity, Poetry, Computer Science - Artificial Intelligence, Interpretation (philosophy), Interface (computing), I.2.7, 05 social sciences, Computer Science - Human-Computer Interaction, 020207 software engineering, Context (language use), 02 engineering and technology, Human-Computer Interaction (cs.HC), H.5.2, Artificial Intelligence (cs.AI), 0202 electrical engineering, electronic engineering, information engineering, 0501 psychology and cognitive sciences, Psychology, Affective computing, Reflection (computer graphics), 050107 human factors, Period (music), Cognitive psychology
الوصف: This paper introduces a new form of real-time affective interface that engages the user in a process of conceptualisation of their emotional state. Inspired by Barrett's Theory of Constructed Emotion, `Mirror Ritual' aims to expand upon the user's accessible emotion concepts, and to ultimately provoke emotional reflection and regulation. The interface uses classified emotions -- obtained through facial expression recognition -- as a basis for dynamically generating poetry. The perceived emotion is used to seed a poetry generation system based on OpenAI's GPT-2 model, fine-tuned on a specially curated corpus. We evaluate the device's ability to foster a personalised, meaningful experience for individual users over a sustained period. A qualitative analysis revealed that participants were able to affectively engage with the mirror, with each participant developing a unique interpretation of its poetry in the context of their own emotional landscape.
Paper presented at ACM CHI2020: Proceedings of the 2020 CHI Conference on Human Factors in Computing Systems, ACM, New York, April 2020
اللغة: English
URL الوصول: https://explore.openaire.eu/search/publication?articleId=doi_dedup___::c38e9181da85149127918f8cc6bfb5a0
http://arxiv.org/abs/2004.09685
حقوق: OPEN
رقم الأكسشن: edsair.doi.dedup.....c38e9181da85149127918f8cc6bfb5a0
قاعدة البيانات: OpenAIRE