Title
Affect-aware behaviour modelling and control inside an intelligent environment
Abstract
The evidence suggests that human actions are supported by emotional elements that complement logic inference in our decision-making processes. In this paper an exploratory study is presented providing initial evidence of the positive effects of emotional information on the ability of intelligent agents to create better models of user actions inside smart-homes. Preliminary results suggest that an agent incorporating valence-based emotional data into its input array can model user behaviour in a more accurate way than agents using no emotion-based data or raw data based on physiological changes.
Year
DOI
Venue
2010
10.1016/j.pmcj.2009.12.002
Pervasive and Mobile Computing
Keywords
Field
DocType
emotional information,affect-aware behaviour modelling,artificial neural networks,user behaviour,intelligent environment,emotional element,ambient intelligence,emotion-based data,fuzzy controllers,emotion detection,user action,decision-making process,valence-based emotional data,raw data,better model,initial evidence,artificial neural network,smart home,intelligent agent,decision making process,exploratory study
Intelligent environment,Intelligent agent,Computer science,Ambient intelligence,Inference,Raw data,Emotion detection,Artificial intelligence,Artificial neural network,Exploratory research,Machine learning
Journal
Volume
Issue
ISSN
6
5
Pervasive and Mobile Computing
Citations 
PageRank 
References 
13
1.00
19
Authors
4
Name
Order
Citations
PageRank
Enrique Leon1917.85
Graham Clarke21128.53
Victor Callaghan357143.02
Faiyaz Doctor445438.64