Title
How Can Cognitive Modeling Benefit from Ontologies? Evidence from the HCI Domain.
Abstract
Cognitive modeling as a method has proven successful at reproducing and explaining human intelligent behavior in specific laboratory situations, but still struggles to produce more general intelligent capabilities. A promising strategy to address this weakness is the addition of large semantic resources to cognitive architectures. We are investigating the usefulness of this approach in the context of human behavior during software use. By adding world knowledge from a Wikipedia-based ontology to a model of human sequential behavior, we achieve quantitatively and qualitatively better fits to human data.The combination of model and ontology yields additional insights that cannot be explained by the model or the ontology alone.
Year
DOI
Venue
2015
10.1007/978-3-319-21365-1_27
AGI
Keywords
Field
DocType
Cognitive modeling,Ontology,Human performance,Human error,Memory for goals
Ontology (information science),Ontology alignment,Ontology-based data integration,Ontology,Process ontology,Computer science,Human error,Artificial intelligence,Cognitive model,Cognition,Machine learning
Conference
Volume
ISSN
Citations 
9205
0302-9743
1
PageRank 
References 
Authors
0.35
3
3
Name
Order
Citations
PageRank
Marc Halbrügge141.44
Michael Quade220.72
Klaus-Peter Engelbrecht39810.88