Application of fuzzy time series forecasting approach for predicting an enterprise net income level

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dc.contributor.authorGorbatiuk, Kateryna
dc.contributor.authorHryhoruk, Pavlo
dc.contributor.authorProskurovych, Oksana
dc.contributor.authorRizun, Nina
dc.contributor.authorGargasas, Audrius
dc.contributor.authorRaupelienė, Asta
dc.contributor.authorMunjishvili, Tea
dc.date.accessioned2025-06-02T12:51:37Z
dc.date.available2025-06-02T12:51:37Z
dc.date.issued2021
dc.description.abstractTo ensure the sustainable development of an enterprise, it is necessary to properly analyze the enterprise development, to ground the plans and management decisions on effective diagnostics and prediction of current and future economic situation at the enterprise. The article presents a study on the application of fuzzy time series forecasting methods. A new approach is applied to forecasting an enterprise's net income using a fuzzy technique. For testing the methodology, there were used statistical data on the enterprise net income level of the Ukrainian enterprise from 2002 to 2017. In the method of Stevenson and Potter, it is proposed to use as the universe of discourse, in the process of applying the method for all defined fuzzy sets, the intervals of variation of such indicator as growth rate. The same background as in Stevenson and Porter’s model is used in this article for forecasting the time series levels using the growth rates of the actual data as the universe of discourse. The forecasting results, obtained by this approach, are supposed to have more accuracy rate than other fuzzy time series models. Some modifications of this technique are proposed to obtain a higher accuracy rate and a point forecast one step forward
dc.identifier.citationGorbatiuk K., Hryhoruk P., Proskurovych O., Rizun N., Gargasas A., Raupelienė A., Munjishvili T. Application of fuzzy time series forecasting approach for predicting an enterprise net income level. E3S Web of Conferences. 2021. Vol.280. Paper 02007. URL: https://is.gd/XzURDO. DOI: https://doi.org/10.1051/e3sconf/202128002007
dc.identifier.urihttps://elar.khmnu.edu.ua/handle/123456789/18441
dc.language.isoen
dc.subjectfuzzy time series
dc.subjectforecasting
dc.subjectenterprise's net income
dc.subjectfuzzy technique
dc.titleApplication of fuzzy time series forecasting approach for predicting an enterprise net income level
dc.typeСтаття
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Кафедра економіки, аналітики, моделювання та інформаційних технологій в бізнесі