{"type":"ScholarlyArticle","title":"What's in a Deep Model? A Characterization of Knowledge Depth in Intelligent Safety Systems","authors":[{"name":"David Klein","slug":"david-klein","given":"David","family":"Klein","affiliation":""},{"name":"Timothy W. Finin","slug":"timothy-w-finin","given":"Timothy W.","family":"Finin","affiliation":""}],"abstract":"While one can characterize deep and shallow models at a high level of abstraction and contrast their relative merits in a general way, this . provides l!ttle direction for ~o~ledge engineering. In particular, the f1eld lacks a clear defm1t1on of 'knowledge depth' and lacks gu_idelines . . regarding t~e appropriate depth Of modelS ~Or a g1ven application; . rn thiS P.aper we provide a very s1mple operational def1n!~on of knowledge depth' and use it to exam1ne the opportumties for varying depth in intelligent safety sy_stems. The paper illust~ates a domain-independent mode of analysis for examining progressively deeper models of expertise, and sketches some domain-specific guidelines for constructing intelligent safety systems. We draw ur.on examples from the domains of nuclear reactor managemen , chemical plant control, and management of computer installation operations.","doi":null,"url":"https://ijcai.org/proceedings/1987/111","pdf":"https://ijcai.org/proceedings/1987/0111.pdf","markdown":"https://ijcai.org/proceedings/1987/111.md","bibtex":"https://ijcai.org/proceedings/1987/bibtex/111","volume":{"slug":"1987","title":"Proceedings of the Tenth International Joint Conference on Artificial Intelligence","short_title":"IJCAI 1987","url":"https://ijcai.org/proceedings/1987/","year":1987,"location":"Milan, Italy","dates":"","editors":"John McDermott","isbn":"","publisher":"International Joint Conferences on Artificial Intelligence","doi_prefix":""},"section":"Knowledge Representation","track":"Knowledge Representation","number":111,"pages":{"first":559,"last":561},"keywords":[],"videos":[],"references":[],"license_note":"Copyright International Joint Conferences on Artificial Intelligence."}