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2007 | 17 | 1 | 107-112
Tytuł artykułu

Data probes, vertical trajectories and classification: a tentative study

Treść / Zawartość
Warianty tytułu
Języki publikacji
EN
Abstrakty
EN
In this paper we introduce a method of classification based on data probes. Data points are considered as point masses in space and a probe is simply a particle that is launched into the space. As the probe passes by data clusters, its trajectory will be influenced by the point masses. We use this information to help us to find vertical trajectories. These are trajectories in the input space that are mapped onto the same value in the output space and correspond to the data classes.
Rocznik
Tom
17
Numer
1
Strony
107-112
Opis fizyczny
Daty
wydano
2007
otrzymano
2006-07-17
(nieznana)
2006-12-15
poprawiono
2007-01-24
Twórcy
  • Hubert Curien Laboratory - UMR CNRS 5516 Jean Monnet University of Saint-Etienne, 8 rue Benoit Lauras, 42023 Saint-Etienne, France, France
Bibliografia
  • Benton T.C. and Hand D.J. (2002): Segmentation into predictable classes. - IMA J. Manag. Math., Vol.13, No.4, pp.245-259.
  • Chiu S.L. (1994): Fuzzy model identification based on cluster estimation. - J. Intell. Fuzzy Syst., Vol.2, No.3, pp.267-278.
  • Hand D.J., Li H.G. and Adams H.G. (2001): Supervised classification with structured class definitions. - Comput. Stat. Data Anal., Vol.36, No.2, pp.209-225.
  • Hermann R. (1964): Cartan connections and the equivalence problem for geometric structures. - Contrib. Diff. Eqns., Vol.III, No.2, pp.199-248.
  • Hermann T. and Ritter H. (1999): Listen to your Data: Model-Based Sonification for Data Analysis, In: Advances in Intelligent Computing and Mulimedia Systems, (M.R. Syed, Edi.), International Institute for Advanced Studies in System Research and Cybernetics, pp.189-194.
  • Isidori A. (1995): Nonlinear Control Systems 3rd Ed.. - London: Springer.
  • Pearson D.W.(1996): Approximating vertical vector fields for feed forward neural networks. - Appl. Math. Lett., Vol.9, No.2, pp.61-64.
  • Pearson D.W. and Batton-Hubert M. (2005): Increasing confidence in atmospheric pollution forecasting via vertical vector fields. - Journal Européen des Systèmes Automatisés, Vol.39, No.4, pp.553-569
Typ dokumentu
Bibliografia
Identyfikatory
Identyfikator YADDA
bwmeta1.element.bwnjournal-article-amcv17i1p107bwm
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