Skip to main content

Data-Driven Modeling of Complex Systems

  • Conference paper

Abstract

The observation of the dependencies between the data and the conditions of the observation always was and is a primary source of knowledge about complex dynamics. We discuss direct program-driven analysis of these data dependencies with the goal to build a model directly in computer and thus to predict the dynamics of the object based on measured data. The direct generalization of data dependencies is a critical step in building data-driven models.

This is a preview of subscription content, log in via an institution.

Buying options

Chapter
USD   29.95
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
eBook
USD   129.00
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book
USD   169.99
Price excludes VAT (USA)
  • Compact, lightweight edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info

Tax calculation will be finalised at checkout

Purchases are for personal use only

Learn about institutional subscriptions

Preview

Unable to display preview. Download preview PDF.

Unable to display preview. Download preview PDF.

References

  1. H. Anderson, “Metropolis, Monte Carlo and the MANIAC”, Los Alamos Science, n.14, p. 69, 1986

    Google Scholar 

  2. N. L. Balazs, J. C. Browne, J. D. Louck, D. S. Strottman, Nicholas Constantine Metropolis, Physics Today, v.53, n.10, p. 100, (2000) http://www.aip.org/pt/vol-53/iss-10/p100.html

    Google Scholar 

  3. J. Gray, “The Revolution in Database Architecture”, Tech. Rep., Microsoft Research, March 2004, http://research.microsoft.com/~Gray

    Google Scholar 

  4. F. Harlow, N. Metropolis, “Computing and Computers — Weapons Simulation Leads to the Computer Era,” Los Alamos Science, n.7, p. 132, 1983 http://lib-www.lanl.gov/la-pubs/00285876.pdf

    Google Scholar 

  5. J. von Neumann and E. Wigner, Phys. Z. 30, 467 (1927).

    Google Scholar 

  6. N. Metropolis, “The Beginning of the Monte Carlo Method”, Los Alamos Science, Special Issue 1987, p. 125–131 http://lib-www.lanl.gov/la-pubs/00326866.pdf

    Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Editor information

Editors and Affiliations

Rights and permissions

Reprints and permissions

Copyright information

© 2010 Springer

About this paper

Cite this paper

Bykovsky, V.K. (2010). Data-Driven Modeling of Complex Systems. In: Minai, A., Braha, D., Bar-Yam, Y. (eds) Unifying Themes in Complex Systems. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-540-85081-6_5

Download citation

Publish with us

Policies and ethics