TitleNI-DiscoverHistory: Meta-narrative for explanation bounding
Publication TypeReport
Year of Publication2014
AuthorsAnderson, TS, Vattam, S, Aha, DW
Series TitleNCARAI Technical Note
Document NumberAIC-14-188
InstitutionNaval Research Laboratory, Navy Center for Applied Research in Artificial Intelligence
CityWashington, DC
Abstract

Long-lived goal reasoning systems that reason over their history confront the bounding problem–the impracticality of reasoning over a large, ever-growing experience-base. his is a problem with some explanation systems that use the history of their observations to inform beliefs about the current state of the world. We propose to apply narrative intelligence (NI), which includes the ability to structure experience into narrative structures, to resolve the bounding problem by regarding the full history as a meta-narrative containing individual narratives that can be used in reasoning. Reasoning over narratives rather than raw data will reduce the problem space and also provide opportunity for future work implementing higher forms of reasoning using the
semantics inherent to narrative structures.

Refereed DesignationNon-Refereed
Full Text
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https://www.nrl.navy.mil/itd/aic/sites/www.nrl.navy.mil.itd.aic/files/pdfs/%28Anderson%202014%209%2010%29%20NI-Discover%20History%20-%20Meta-narrative%20for%20Explanation%20Bounding.pdf
NRL Publication Release Number: 
14-1231-3549