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PRELIMINARY NOTE ON THE CLASSIFICATION OF VECTORS WITH SOME UNKNOWN DESCRIPTORS

B.G. BATCHELOR (Department of Electronics, University of Southampton, Southampton SO9 5NH, England)
D.J. HAND (Department of Electronics, University of Southampton, Southampton SO9 5NH, England)

Kybernetes

ISSN: 0368-492X

Article publication date: 1 February 1975

18

Abstract

The problem of pattern classification based upon incomplete vectors was introduced in an earlier paper, where we discussed four possible methods of solution. Of these, only two appeared to be promising as a solution to the general problem. In one of them (a), we envisaged that a multi‐dimensional Monte‐Carlo integration would be needed, while the other procedure (b) required the use of a large store. In this paper, we show how the long integration may be avoided in procedure (a). This is feasible if we use one of a certain class of p.d.f. estimators. We also show that these p.d.f. estimators have certain desirable properties in Method (b).

Citation

BATCHELOR, B.G. and HAND, D.J. (1975), "PRELIMINARY NOTE ON THE CLASSIFICATION OF VECTORS WITH SOME UNKNOWN DESCRIPTORS", Kybernetes, Vol. 4 No. 2, pp. 105-109. https://doi.org/10.1108/eb005385

Publisher

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MCB UP Ltd

Copyright © 1975, MCB UP Limited

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