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Complex Behaviour of Glassy Systems pp 438–449Cite as

Data clustering and the glassy structures of randomness

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Part of the book series: Lecture Notes in Physics ((LNP,volume 492))

Abstract

Using techniques, borrowed from statistical mechanics of spin glasses, we investigate the properties of cluster algorithms applied to random and non-random data points.

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References

  1. J. Hertz A. Krogh and R. G. Palmer. Introduction to the Theory of Neural Computation, volume 1 of Lecture Notes Volume in the Santa Fe Institute Studies in the sciences of complexity. Addison-Wesley, Santa Fe, 1 edition, 1991.

    Google Scholar 

  2. M. Griniasty and H. Gutfreund. J. Phys. A, 24:715, 1990.

    Article  ADS  Google Scholar 

  3. E. Oja. J. Math. Biology, 15:267, 1992.

    Article  MathSciNet  Google Scholar 

  4. M. Biehl and A. Mietzner. Statistical mechanics of unsupervised learning. Europhys. Lett., 24:421, 1993.

    Article  ADS  Google Scholar 

  5. J.R.L. Almeida and D.J. Thouless. Stability of the sherrington-kirpatrick solution of a spin glass model. J. Phys. A, 11(5):983, 1978.

    Article  ADS  Google Scholar 

  6. M. Bouten. J. Phys. A, 27(17):6021, 1994.

    Article  MATH  ADS  MathSciNet  Google Scholar 

  7. E. Lootens and C. Van den Broeck. Europhys. Lett., 30(7):381, 1995.

    Article  ADS  Google Scholar 

  8. P. R. Krishnaiah and L. N. Kanal. Classification Pattern Recognition and Reduction of Dimensionality, Handbook of Statistics, volume 2. North Holland, Amsterdam, 1982.

    Google Scholar 

  9. T. Watkin and J.P. Nadal. J. Phys. A, 27(6):1899, 1994.

    Article  MATH  ADS  MathSciNet  Google Scholar 

  10. P. Reimann and C. Van den Broeck. Phys. Rev. E, 53:3989, 1996.

    Article  ADS  Google Scholar 

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Author information

Authors and Affiliations

  1. LUC, B-3590, Diepenbeek, Belgium

    E. Lootens & C. Van den Broeck

Authors
  1. E. Lootens
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  2. C. Van den Broeck
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Editor information

Miguel Rubí Conrado Pérez-Vicente

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© 1997 Springer-Verlag

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Lootens, E., Van den Broeck, C. (1997). Data clustering and the glassy structures of randomness. In: Rubí, M., Pérez-Vicente, C. (eds) Complex Behaviour of Glassy Systems. Lecture Notes in Physics, vol 492. Springer, Berlin, Heidelberg. https://doi.org/10.1007/BFb0104846

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  • DOI: https://doi.org/10.1007/BFb0104846

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  • Publisher Name: Springer, Berlin, Heidelberg

  • Print ISBN: 978-3-540-63069-2

  • Online ISBN: 978-3-540-69123-5

  • eBook Packages: Springer Book Archive

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