What's in a Deep Model? A Characterization of Knowledge Depth in Intelligent Safety Systems

Klein, David; Finin, Timothy W.

What's in a Deep Model? A Characterization of Knowledge Depth in Intelligent Safety Systems

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Proceedings of the Tenth International Joint Conference on Artificial Intelligence. Knowledge Representation. Pages 559-561.

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.

David Klein, and Timothy W. Finin. 1987. What's in a Deep Model? A Characterization of Knowledge Depth in Intelligent Safety Systems. In Proceedings of the Tenth International Joint Conference on Artificial Intelligence, IJCAI-87. IJCAI, 559–561. https://ijcai.org/proceedings/1987/111

@inproceedings{ijcai1987p111,
  title     = {What's in a Deep Model? A Characterization of Knowledge Depth in Intelligent Safety Systems},
  author    = {Klein, David and Finin, Timothy W.},
  booktitle = {Proceedings of the Tenth International Joint Conference on
               Artificial Intelligence, {IJCAI-87}},
  publisher = {International Joint Conferences on Artificial Intelligence},
  editor    = {John McDermott},
  pages     = {559--561},
  year      = {1987},
  note      = {Knowledge Representation},
  url       = {https://ijcai.org/proceedings/1987/111},
}

TY  - CPAPER
TI  - What's in a Deep Model? A Characterization of Knowledge Depth in Intelligent Safety Systems
AU  - Klein, David
AU  - Finin, Timothy W.
T2  - Proceedings of the Tenth International Joint Conference on Artificial Intelligence, IJCAI-87
PB  - International Joint Conferences on Artificial Intelligence
PY  - 1987
SP  - 559
EP  - 561
UR  - https://ijcai.org/proceedings/1987/111
ER  -