Title :
Learning from Observing: Vision and POIROT - Using Metareasoning for Self Adaptation
Author :
Burstein, Mark ; Bobrow, Robert ; Ferguson, William ; Laddaga, Robert ; Robertson, Paul
Author_Institution :
BBN Technol., Cambridge, MA, USA
Abstract :
We present a cognitive architecture that heavily utilizes metareasoning for self adaptation. The architecture is derived in part from neuroscience data and theories about the operation of the human vision system. We also discuss how this architecture is applied in the POIROT system, which learns web services workflow from “observing” a small number of expert examples.
Keywords :
Web services; inference mechanisms; learning by example; workflow management software; POIROT; POIROT system; Web services workflow; cognitive architecture; human vision system; learning from observing; metareasoning; neuroscience data; plan order induction by reasoning from one trial; self adaptation; Cognition; Computer architecture; Feature extraction; Humans; Planning; Semantics; Web services; active vision; cogntive architecture; learning; metreasoning; neuroscience; self adaptive; vision;
Conference_Titel :
Self-Adaptive and Self-Organizing Systems Workshop (SASOW), 2010 Fourth IEEE International Conference on
Conference_Location :
Budapest
Print_ISBN :
978-1-4244-8684-7
DOI :
10.1109/SASOW.2010.61
