Affect Sensing and Contextual Affect Modeling from Improvisational Interaction
نویسنده
چکیده
We report work on adding an improvisational AI actor to an existing virtual improvisational environment, a text-based software system for dramatic improvisation in simple virtual scenarios, for use primarily in learning contexts. The improvisational AI actor has an affect-detection component, which is aimed at detecting affective aspects (concerning emotions, moods, value judgments, etc.) of human-controlled characters’ textual “speeches”. The AI actor will also make an appropriate response based on this affective understanding, which intends to stimulate the improvisation. The work also accompanies basic research into how affect is conveyed linguistically. A distinctive feature of the project is a focus on the metaphorical ways in which affect is conveyed. Moreover, we have also introduced affect detection using context profiles. Finally, we have reported user testing conducted for the improvisational AI actor and evaluation results of the affect detection component. Our work contributes to the journal themes on affective user interfaces, affect sensing and improvisational or dramatic natural language interaction.
منابع مشابه
Affect Sensing in Metaphorical Phenomena and Dramatic Interaction Context
Metaphorical interpretation and affect detection using context profiles from open-ended text input are challenging in affective language processing field. In this paper, we explore recognition of a few typical affective metaphorical phenomena and contextbased affect sensing using the modeling of speakers’ improvisational mood and other participants’ emotional influence to the speaking character...
متن کاملExplain the Role of Customer Knowledge Interaction in Consumers' Pur-chase Intention with Information Behavior Approach
Objective: Purpose is to study the role of customer knowledge interaction and intention to buy consumers in the electrical industry with an information behavior approach. Method: Develomental qualitative method was used. Population included experts in marketing and consumer behavior, especially in the electrical industry. Via targeted snowball method sample of 14 experts were selected for a s...
متن کاملExploitation in Affect Detection in Improvisational E-Drama
We report progress on adding affect-detection to a program for virtual dramatic improvisation, monitored by a human director. To aid the director, we have partially implemented emotion detection. within users’ text input. The affect-detection module has been used to help develop an automated virtual actor. The work involves basic research into how affect is conveyed through metaphor and contrib...
متن کاملنقش عاطفه مثبت در رابطه میان عاطفه منفی با درد و استرس در زنان شاغل
Background and purpose:Researches in the field of positive and negative affect have shown mixed results. While some have argued that positive and negative affects are two ends of a single construct, others suggested that these two concepts are independent from each other. Previous studies also support the idea that negative affect had a positive relationship with pain. According to theoretica...
متن کاملOpportunistic and Context-aware Affect Sensing on Smartphones: The Concept, Challenges and Opportunities
Opportunistic affect sensing offers unprecedented potential for capturing spontaneous affect, eliminating biases inherent in the controlled setting. Facial expression and voice are two major affective displays, however most affect sensing systems on smartphone avoid them due to extensive power requirements. Encouragingly, due to the recent advent of low-power DSP (Digital Signal Processing) co-...
متن کامل