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A sequential nonlinear mapping for data analysis
Volume 4, Issues 1-2 (1993), pp. 81–93
Algirdas Mykolas Montvilas  

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https://doi.org/10.3233/INF-1993-41-205
Pub. online: 1 January 1993      Type: Research Article     

Published
1 January 1993

Abstract

An algorithm for the sequential analysis of multivariate data is, presented along with some experimental results. The algorithm is based upon the sequential nonlinear mapping of L-dimensional vectors from the L-hiperspace into a lower-dimensional (two-dimensional) vectors such that the inner structure of distances between the vectors is preserved. Expressions for the sequential nonlinear mapping are obtained. The sequential nonlinear mapping is applied to sequential c1usterization of random processes and creation of an essentially new method for sequential detection of many abrupt or slow changes in several unknown states of dynamic systems.

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Keywords
dimensionality reduction sequential nonlinear mapping sequential clustering state of system sequential detection of changes

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INFORMATICA

  • Online ISSN: 1822-8844
  • Print ISSN: 0868-4952
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