Title
Supporting efficient development of cognitive models at multiple skill levels: exploring recent advances in constraint-based modeling
Abstract
This paper presents X-PRT, a new cognitive modeling tool supporting activities ranging from interface design to basic cognitive research. X-PRT provides a graphical model development environment for the CORE constraint-based cognitive modeling engine [7,13,21]. X-PRT comprises a novel feature set: (a) it supports the automatic generation of predictive models at multiple skill levels from a single task-specification, (b) it supports a comprehensive set of modeling activities, and (c) it supports compositional reuse of existing cognitive/perceptual/motor skills by transforming high-level, hierarchical task descriptions into detailed performance predictions. Task hierarchies play a central role in X-PRT, serving as the organizing construct for task knowledge, the locus for compositionality, and the cognitive structures over which the learning theory is predicated. Empirical evidence supports the role of task hierarchies in routine skill acquisition.
Year
DOI
Venue
2005
10.1145/1054972.1055029
CHI
Keywords
Field
DocType
comprehensive set,task hierarchy,new cognitive modeling tool,motor skill,efficient development,basic cognitive research,multiple skill level,constraint-based modeling,recent advance,central role,cognitive modeling engine,cognitive structure,hierarchical task description,task knowledge,motor skills,development environment,cognitive model,graphical model,empirical evidence,learning theory,prediction model,user model,skill acquisition,user modeling,interface design
Principle of compositionality,Motor skill,Computer science,Learning theory,Human–computer interaction,Dreyfus model of skill acquisition,User modeling,Artificial intelligence,Graphical model,Cognitive model,Cognition,Machine learning
Conference
ISBN
Citations 
PageRank 
1-58113-998-5
12
0.93
References 
Authors
12
7
Name
Order
Citations
PageRank
Irene Tollinger1373.81
Richard L. Lewis241526.02
Michael McCurdy3916.38
Preston Tollinger4232.00
Alonso H. Vera528854.58
Andrew Howes6424.39
Laura Pelton7120.93