An approach to optimal classification

  • Avner Friedman
Part of the The IMA Volumes in Mathematics and its Applications book series (IMA, volume 31)

Abstract

Classification of many objects is a problem which occurs both in industry and in the military. In complex industrial processes such as making plastic materials in a chemical factory, manufacturing electronics, building sensors for robots which are to be installed on the assembly line, or running nuclear plants, one is faced with an occasional failure. In order to correct it one must be able to identify a faulty component (or several) among the large number of components, by observing, often indirectly, the way the various components function. Similarly in military situations one is required to identify specific objects (e.g. ships or airplanes) among a large population of moving or still objects.

Keywords

Assembly Line Optimal Classification Faulty Component Radian Resolution Occasional Failure 
These keywords were added by machine and not by the authors. This process is experimental and the keywords may be updated as the learning algorithm improves.

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References

  1. [1]
    G. Shafer, A Mathematical Theory of Evidence, Princeton University Press (1976).Google Scholar
  2. [2]
    J. Gordon and E.H. Shortliffe, A method for managing evidential reasoning in a hierarchical hypothesis space, Artificial Intelligence, 26 (1985), 321–357.CrossRefGoogle Scholar
  3. [3]
    G. Shafer and R. Logan, Implementing Dempster’s rule for hierarchical evidence, Artificial Intelligence, 33 (1987), 271–298.CrossRefGoogle Scholar
  4. [4]
    G. Shafer, Lindley’s paradox, J. Amer. Stat. Assoc., 77 (1982), 325–334.CrossRefGoogle Scholar
  5. [5]
    A.P. Dempster, Upper and lower probabilities induced by a multivalued mapping, Ann. of Math. Stat. 38 (1967), 325–339.CrossRefGoogle Scholar

Copyright information

© Springer-Verlag New York, Inc. 1990

Authors and Affiliations

  • Avner Friedman
    • 1
  1. 1.Institute for Mathematics and its ApplicationsUniversity of MinnesotaMinneapolisUSA

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