Title
Automatic temporal ranking of children's engagement levels using multi-modal cues.
Abstract
•We present a novel annotation scheme representing relative levels of children’s engagement with a fine time resolution (each 5 s).•We present temporal dynamics of children’s engagement and relations between engagement and non-verbal features.•We present a robust feature extraction of non-verbal cues, turn-taking and body movement, which deals with a naturalistic group-play setting.•We present a novel ranking algorithm that integrates ranking characteristics and temporal dynamics in a seamless way, which yielded the best performance in our experiments.
Year
DOI
Venue
2018
10.1016/j.csl.2017.12.005
Computer Speech & Language
Keywords
Field
DocType
Engagement,Play,Children conversation,Non-verbal,Multi-modal
Social robot,Big Five personality traits,Ranking,Computer science,Support vector machine,Nonverbal communication,Ordinal regression,Artificial intelligence,Social change,Discriminative model,Machine learning
Journal
Volume
Issue
ISSN
50
C
0885-2308
Citations 
PageRank 
References 
1
0.36
30
Authors
3
Name
Order
Citations
PageRank
Jae-Bok Kim1304.43
Khiet P. Truong230232.64
Vanessa Evers383680.72