Results of research on development of an intellectual information system of bankruptcy risk assessment of the enterprise

E. Telipenko, T. Chernysheva, Alexandra Alexandrovna Zakharova, A. Dumchev

Research output: Chapter in Book/Report/Conference proceedingConference contribution

1 Citation (Scopus)

Abstract

The article represents research results about the knowledge base development for the intellectual information system for the bankruptcy risk assessment of the enterprise. It is described the process analysis of the knowledge base development; the main process stages, some problems and their solutions are given. The article introduces the connectionist model for the bankruptcy risk assessment based on the analysis of industrial enterprise financial accounting. The basis for this connectionist model is a three-layer perceptron with the back propagation of error algorithm. The knowledge base for the intellectual information system consists of processed information and the processing operation method represented as the connectionist model. The article represents the structure of the intellectual information system, the knowledge base, and the information processing algorithm for neural network training. The paper shows mean values of 10 indexes for industrial enterprises; with the help of them it is possible to carry out a financial analysis of industrial enterprises and identify correctly the current situation for well-timed managerial decisions. Results are given about neural network testing on the data of both bankrupt and financially strong enterprises, which were not included into training and test sets.

Original languageEnglish
Title of host publicationIOP Conference Series: Materials Science and Engineering
PublisherInstitute of Physics Publishing
Volume93
Edition1
DOIs
Publication statusPublished - 13 Oct 2015
Event21st International Conference for Students and Young Scientists: Modern Technique and Technologies, MTT 2015 - Tomsk, Russian Federation
Duration: 5 Oct 20159 Oct 2015

Other

Other21st International Conference for Students and Young Scientists: Modern Technique and Technologies, MTT 2015
CountryRussian Federation
CityTomsk
Period5.10.159.10.15

Fingerprint

Risk assessment
Information systems
Industry
Neural networks
Backpropagation
Testing
Processing

ASJC Scopus subject areas

  • Engineering(all)
  • Materials Science(all)

Cite this

Telipenko, E., Chernysheva, T., Zakharova, A. A., & Dumchev, A. (2015). Results of research on development of an intellectual information system of bankruptcy risk assessment of the enterprise. In IOP Conference Series: Materials Science and Engineering (1 ed., Vol. 93). [012058] Institute of Physics Publishing. https://doi.org/10.1088/1757-899X/93/1/012058

Results of research on development of an intellectual information system of bankruptcy risk assessment of the enterprise. / Telipenko, E.; Chernysheva, T.; Zakharova, Alexandra Alexandrovna; Dumchev, A.

IOP Conference Series: Materials Science and Engineering. Vol. 93 1. ed. Institute of Physics Publishing, 2015. 012058.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Telipenko, E, Chernysheva, T, Zakharova, AA & Dumchev, A 2015, Results of research on development of an intellectual information system of bankruptcy risk assessment of the enterprise. in IOP Conference Series: Materials Science and Engineering. 1 edn, vol. 93, 012058, Institute of Physics Publishing, 21st International Conference for Students and Young Scientists: Modern Technique and Technologies, MTT 2015, Tomsk, Russian Federation, 5.10.15. https://doi.org/10.1088/1757-899X/93/1/012058
Telipenko E, Chernysheva T, Zakharova AA, Dumchev A. Results of research on development of an intellectual information system of bankruptcy risk assessment of the enterprise. In IOP Conference Series: Materials Science and Engineering. 1 ed. Vol. 93. Institute of Physics Publishing. 2015. 012058 https://doi.org/10.1088/1757-899X/93/1/012058
Telipenko, E. ; Chernysheva, T. ; Zakharova, Alexandra Alexandrovna ; Dumchev, A. / Results of research on development of an intellectual information system of bankruptcy risk assessment of the enterprise. IOP Conference Series: Materials Science and Engineering. Vol. 93 1. ed. Institute of Physics Publishing, 2015.
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