التفاصيل البيبلوغرافية
| العنوان: |
Hybrid neural intelligent system to predict business failure in small-to-medium-size enterprises. |
| المؤلفون: |
Borrajo ML; Department of Informática, University of Vigo, Edificio Politécnico, Campus Universitario As Lagoas s/n, Ourense, 32004, Spain. lborrajo@uvigo.es, Baruque B, Corchado E, Bajo J, Corchado JM |
| المصدر: |
International journal of neural systems [Int J Neural Syst] 2011 Aug; Vol. 21 (4), pp. 277-96. |
| نوع المنشور: |
Journal Article; Research Support, Non-U.S. Gov't |
| اللغة: |
English |
| بيانات الدورية: |
Publisher: World Scientific Pub. Co Country of Publication: Singapore NLM ID: 9100527 Publication Model: Print Cited Medium: Internet ISSN: 1793-6462 (Electronic) Linking ISSN: 01290657 NLM ISO Abbreviation: Int J Neural Syst Subsets: MEDLINE |
| أسماء مطبوعة: |
Original Publication: Singapore ; Teaneck, N.J. : World Scientific Pub. Co., c1989- |
| مواضيع طبية MeSH: |
Algorithms* , Artificial Intelligence* , Models, Economic* , Neural Networks, Computer*, Commerce/*economics, Humans ; Internet |
| مستخلص: |
During the last years there has been a growing need of developing innovative tools that can help small to medium sized enterprises to predict business failure as well as financial crisis. In this study we present a novel hybrid intelligent system aimed at monitoring the modus operandi of the companies and predicting possible failures. This system is implemented by means of a neural-based multi-agent system that models the different actors of the companies as agents. The core of the multi-agent system is a type of agent that incorporates a case-based reasoning system and automates the business control process and failure prediction. The stages of the case-based reasoning system are implemented by means of web services: the retrieval stage uses an innovative weighted voting summarization of self-organizing maps ensembles-based method and the reuse stage is implemented by means of a radial basis function neural network. An initial prototype was developed and the results obtained related to small and medium enterprises in a real scenario are presented. |
| تواريخ الأحداث: |
Date Created: 20110803 Date Completed: 20111115 Latest Revision: 20191210 |
| رمز التحديث: |
20240628 |
| DOI: |
10.1142/S0129065711002833 |
| PMID: |
21809475 |
| قاعدة البيانات: |
MEDLINE |
