Please use this identifier to cite or link to this item: http://ds.knu.edu.ua/jspui/handle/123456789/5144
Title: Recurrence quantification analysis of energy market crises: a nonlinear approach to risk management
Authors: Bielinskyi, Andrii O.
Soloviev, Vladimir N.
Solovieva, Viktoria V.
Semerikov, Serhiy O.
Radin, Michael A.
Keywords: energy market
recurrence quantification analysis
crash detection
risk management
price dynamics
instability
abnormal shocks
Issue Date: 28-сер-2023
Citation: Bielinskyi A. O. Recurrence quantification analysis of energy market crises: a nonlinear approach to risk management [Electronic resource] / Andrii O. Bielinskyi, Vladimir N. Soloviev, Viktoria V. Solovieva, Serhiy O. Semerikov, Michael A. Radin // Proceedings of the Selected and Revised Papers of 10th International Conference on Monitoring, Modeling & Management of Emergent Economy (M3E2-MLPEED 2022). Virtual Event, Kryvyi Rih, Ukraine, November 17-18, 2022 / Edited by : Hanna B. Danylchuk, Serhiy O. Semerikov // CEUR Workshop Proceedings. – 2023. – Vol. 3465. – P. 110-131. – Access mode : https://ceur-ws.org/Vol-3465/paper14.pdf.
Abstract: The energy market is characterized by unstable price dynamics, which challenge the quantitative models of pricing processes and result in abnormal shocks and crashes. We use recurrence quantification analysis (RQA) to analyze and construct indicators of intermittent events in energy indices, where regular patterns are interrupted by chaotic fluctuations, which could signal the onset of crisis events. We apply RQA to daily data of Henry Hub natural gas spot prices, WTI spot prices, and Europe Brent spot prices. Our empirical results show that the recurrence measures capture the distinctive features of crashes and can be used for effective risk management strategies.
URI: https://ceur-ws.org/Vol-3465/paper14.pdf
http://ds.knu.edu.ua/jspui/handle/123456789/5144
ISSN: 1613-0073
Appears in Collections:Кафедра професійної та соціально-гуманітарної освіти

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