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

Результат исследований: Материалы для книги/типы отчетовМатериалы для конференции

1 Цитирования (Scopus)

Аннотация

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.

Язык оригиналаАнглийский
Название основной публикацииIOP Conference Series: Materials Science and Engineering
ИздательInstitute of Physics Publishing
Том93
Издание1
DOI
СостояниеОпубликовано - 13 окт 2015
Событие21st International Conference for Students and Young Scientists: Modern Technique and Technologies, MTT 2015 - Tomsk, Российская Федерация
Продолжительность: 5 окт 20159 окт 2015

Другое

Другое21st International Conference for Students and Young Scientists: Modern Technique and Technologies, MTT 2015
СтранаРоссийская Федерация
ГородTomsk
Период5.10.159.10.15

ASJC Scopus subject areas

  • Engineering(all)
  • Materials Science(all)

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  • Цитировать

    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. В IOP Conference Series: Materials Science and Engineering (1 ред., Том 93). [012058] Institute of Physics Publishing. https://doi.org/10.1088/1757-899X/93/1/012058