<abstract xml:lang="en" xmlns="http://www.w3.org/1999/xhtml"><p>Model comparison is vital to evaluating progress in the fields of artificial general intelligence (AGI) and cognitive architecture. As they mature, AGI and cognitive architectures will become increasingly capable of providing a single model that completes a multitude of tasks, some of which the model was not specifically engineered to perform. These models will be expected to operate for extended periods of time and serve functional roles in real-world contexts. Questions arise regarding how to evaluate such models appropriately, including issues pertaining to model comparison and validation. In this paper, we specifically address model validation across multiple levels of abstraction, using an existing computational process model of unmanned aerial vehicle basic maneuvering to illustrate the relationship between validity and timescales of analysis.</p></abstract>

Model comparison is vital to evaluating progress in the fields of artificial general intelligence (AGI) and cognitive architecture. As they mature, AGI and cognitive architectures will become increasingly capable of providing a single model that completes a multitude of tasks, some of which the model was not specifically engineered to perform. These models will be expected to operate for extended periods of time and serve functional roles in real-world contexts. Questions arise regarding how to evaluate such models appropriately, including issues pertaining to model comparison and validation. In this paper, we specifically address model validation across multiple levels of abstraction, using an existing computational process model of unmanned aerial vehicle basic maneuvering to illustrate the relationship between validity and timescales of analysis.

Validating Computational Cognitive Process Models across Multiple Timescales

Journal of Artificial General Intelligence

{"article-title":"Validating Computational Cognitive Process Models across Multiple Timescales"}

Model comparison is vital to evaluating progress in the fields of artificial general intelligence (AGI) and cognitive architecture. As they mature, AGI and...

Validating Computational Cognitive Process Models across Multiple Timescales

Published Online: Nov 23, 2011

Page range: 108 - 127

DOI: https://doi.org/10.2478/v10229-011-0012-6

Keywords
model validation, evaluation, comparison, timescales, large-scale modeling

This content is open access.

Validating Computational Cognitive Process Models across Multiple Timescales

Published Online: Nov 23, 2011

Page range: 108 - 127

DOI: https://doi.org/10.2478/v10229-011-0012-6

Keywordsmodel validation, evaluation, comparison, timescales, large-scale modeling

This content is open access.

Keywords
model validation, evaluation, comparison, timescales, large-scale modeling