Computational Analysis and Simulation of Empathic Behaviors: a Survey of Empathy Modeling with Behavioral Signal Processing Framework.

Abstract:

:Empathy is an important psychological process that facilitates human communication and interaction. Enhancement of empathy has profound significance in a range of applications. In this paper, we review emerging directions of research on computational analysis of empathy expression and perception as well as empathic interactions, including their simulation. We summarize the work on empathic expression analysis by the targeted signal modalities (e.g., text, audio, and facial expressions). We categorize empathy simulation studies into theory-based emotion space modeling or application-driven user and context modeling. We summarize challenges in computational study of empathy including conceptual framing and understanding of empathy, data availability, appropriate use and validation of machine learning techniques, and behavior signal processing. Finally, we propose a unified view of empathy computation and offer a series of open problems for future research.

journal_name

Curr Psychiatry Rep

authors

Xiao B,Imel ZE,Georgiou P,Atkins DC,Narayanan SS

doi

10.1007/s11920-016-0682-5

subject

Has Abstract

pub_date

2016-05-01 00:00:00

pages

49

issue

5

eissn

1523-3812

issn

1535-1645

pii

10.1007/s11920-016-0682-5

journal_volume

18

pub_type

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