Skip to main content
SpringerLink
Log in

Algorithm for construction of parametric vectors for solution of classification problems by a feed-forward neural network

  • Cybernetics
  • Published:
Cybernetics and Systems Analysis Aims and scope

Abstract

A universal heuristic algorithm is considered that constructs the vector of properties of an object that are distributed among heterogeneous groups. This algorithm is based on a feed-forward neural network. An automatic system for objects classification is described. The use of the automatic classification system for a literary authorship attribution problem is considered.

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

Access this article

Log in via an institution

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Institutional subscriptions

Similar content being viewed by others

References

  1. Laurence V. Fausett, Fundamentals of Neural Network: Architectures, Algorithms, and Applications, Prentice Hall, Upper Saddle River, New Jersey (1994).

    MATH  Google Scholar 

  2. S. Haykin, Neural Networks: A Comprehensive Foundation, MacMillan College Publishing Co., New York (1994).

    MATH  Google Scholar 

  3. A. V. Anisimov, A. N. Romanik, and V. Yu. Taranukha “Heuristic algorithms for determination of canonical forms and grammatical characteristics of words,” Cybernetics and Systems Analysis, No. 2, 60–68 (2004).

  4. M. A. Marusenko, Attribution of Anonymous and Pseudoanonymous Literary Works by Methods of Pattern Recognition Theory [in Russian], Izd. Leningr. Univ., Leningrad (1990).

    Google Scholar 

  5. http://dronnik.h10.ru/.

  6. V. P. Fomenko and T. G. Fomenko, “Author’s invariant for Russian literary texts,” in: Methods for Quantitative Analysis of Texts of Narrative Sources, Izd. MGU, Moscow (1996).

    Google Scholar 

  7. N. Struve, “Dispute about V. Nabokov and ‘Novel with cocaine’,” Vestnik RKhD, No. 146, 156–172 (1986).

    Google Scholar 

Download references

Author information

Authors and Affiliations

  1. Taras Shevchenko University, Kiev, Ukraine

    A. V. Anisimov & V. Yu. Taranukha

  2. International Scientific-Educational Center of Information Technologies and Systems, Kiev, Ukraine

    E. V. Porkhun

Authors
  1. A. V. Anisimov
    View author publications

    You can also search for this author in PubMed Google Scholar

  2. E. V. Porkhun
    View author publications

    You can also search for this author in PubMed Google Scholar

  3. V. Yu. Taranukha
    View author publications

    You can also search for this author in PubMed Google Scholar

Additional information

__________

Translated from Kibernetika i Sistemnyi Analiz, No. 2, pp. 3–14, March–April 2007.

Rights and permissions

Reprints and permissions

About this article

Cite this article

Anisimov, A.V., Porkhun, E.V. & Taranukha, V.Y. Algorithm for construction of parametric vectors for solution of classification problems by a feed-forward neural network. Cybern Syst Anal 43, 161–170 (2007). https://doi.org/10.1007/s10559-007-0035-9

Download citation

  • Received:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s10559-007-0035-9

Keywords

Search

Navigation