Toward domain-neutral human-level metacognition

Michael L. Anderson, Matt Schmill, Tim Oates, Don Perlis, Darsana Josyula, Dean Wright, Shomir Wilson

Research output: Chapter in Book/Report/Conference proceedingConference contribution

4 Scopus citations

Abstract

We have found that implementing a metacognitive loop (MCL), which gives intelligent systems the ability to self-monitor their ongoing performance and make targeted changes to their various action-determining components, can play an important role in helping systems cope with the unexpected problems and events that are the inevitable result of real-world deployment. In this paper, we discuss our work with MCL-enhanced intelligent systems, and describe the ontologies that allow MCL to reason about, appropriately classify and respond to the perfomance anomalies it detects.

Original languageEnglish (US)
Title of host publicationLogical Formalizations of Commonsense Reasoning - Papers from the 2007 AAAI Spring Symposium, Technical Report
Pages1-6
Number of pages6
StatePublished - Dec 28 2007
Event2007 AAAI Spring Symposium - Stanford, CA, United States
Duration: Mar 26 2007Mar 28 2007

Publication series

NameAAAI Spring Symposium - Technical Report
VolumeSS-07-05

Other

Other2007 AAAI Spring Symposium
CountryUnited States
CityStanford, CA
Period3/26/073/28/07

All Science Journal Classification (ASJC) codes

  • Engineering(all)

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  • Cite this

    Anderson, M. L., Schmill, M., Oates, T., Perlis, D., Josyula, D., Wright, D., & Wilson, S. (2007). Toward domain-neutral human-level metacognition. In Logical Formalizations of Commonsense Reasoning - Papers from the 2007 AAAI Spring Symposium, Technical Report (pp. 1-6). (AAAI Spring Symposium - Technical Report; Vol. SS-07-05).