TY - GEN
T1 - Toward domain-neutral human-level metacognition
AU - Anderson, Michael L.
AU - Schmill, Matt
AU - Oates, Tim
AU - Perlis, Don
AU - Josyula, Darsana
AU - Wright, Dean
AU - Wilson, Shomir
PY - 2007/12/28
Y1 - 2007/12/28
N2 - 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.
AB - 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.
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M3 - Conference contribution
AN - SCOPUS:37349112698
SN - 9781577353140
T3 - AAAI Spring Symposium - Technical Report
SP - 1
EP - 6
BT - Logical Formalizations of Commonsense Reasoning - Papers from the 2007 AAAI Spring Symposium, Technical Report
T2 - 2007 AAAI Spring Symposium
Y2 - 26 March 2007 through 28 March 2007
ER -