HCROJan 26, 2022

Artificial Emotional Intelligence in Socially Assistive Robots for Older Adults: A Pilot Study

arXiv:2201.11167v1110 citations
Originality Incremental advance
AI Analysis

This addresses companionship for older adults with depression and dementia, but it is incremental as it builds on existing socially assistive robot research.

The study integrated artificial emotional intelligence into a social robot to engage older adults, finding that both empathic and non-empathic versions improved mood, but the empathic version was perceived as more engaging and likable based on spoken words and surveys.

This paper presents our recent research on integrating artificial emotional intelligence in a social robot (Ryan) and studies the robot's effectiveness in engaging older adults. Ryan is a socially assistive robot designed to provide companionship for older adults with depression and dementia through conversation. We used two versions of Ryan for our study, empathic and non-empathic. The empathic Ryan utilizes a multimodal emotion recognition algorithm and a multimodal emotion expression system. Using different input modalities for emotion, i.e. facial expression and speech sentiment, the empathic Ryan detects users' emotional state and utilizes an affective dialogue manager to generate a response. On the other hand, the non-empathic Ryan lacks facial expression and uses scripted dialogues that do not factor in the users' emotional state. We studied these two versions of Ryan with 10 older adults living in a senior care facility. The statistically significant improvement in the users' reported face-scale mood measurement indicates an overall positive effect from the interaction with both the empathic and non-empathic versions of Ryan. However, the number of spoken words measurement and the exit survey analysis suggest that the users perceive the empathic Ryan as more engaging and likable.

Foundations

The foundational work for this paper's niche, ranked by how specifically the neighbourhood builds on it — not by global fame.

Your Notes