A New Perspective on Financial Risk Prediction in a Carbon-Neutral Environment: A Comprehensive Comparative Study Based on the SSA-LSTM Model
Author
Abstract
Suggested Citation
Download full text from publisher
References listed on IDEAS
- Piramuthu, Selwyn, 1999. "Financial credit-risk evaluation with neural and neurofuzzy systems," European Journal of Operational Research, Elsevier, vol. 112(2), pages 310-321, January.
- Arindam Bandyopadhyay, 2006. "Predicting probability of default of Indian corporate bonds: logistic andZ‐score model approaches," Journal of Risk Finance, Emerald Group Publishing Limited, vol. 7(3), pages 255-272, May.
- Puente-Ajovín, Miguel & Sanso-Navarro, Marcos, 2015. "Granger causality between debt and growth: Evidence from OECD countries," International Review of Economics & Finance, Elsevier, vol. 35(C), pages 66-77.
- Liya Hau & Huiming Zhu & Muhammad Shahbaz & Ke Huang, 2023. "Quantile Dependence between Crude Oil and China’s Biofuel Feedstock Commodity Market," Sustainability, MDPI, vol. 15(11), pages 1-17, June.
- Afshar, K. & Bigdeli, N., 2011. "Data analysis and short term load forecasting in Iran electricity market using singular spectral analysis (SSA)," Energy, Elsevier, vol. 36(5), pages 2620-2627.
- Jingyan Fu & Artie W. Ng, 2021. "Scaling up Renewable Energy Assets: Issuing Green Bond via Structured Public-Private Collaboration for Managing Risk in an Emerging Economy," Energies, MDPI, vol. 14(11), pages 1-16, May.
- Chen, Siyuan & Liu, Jiangfeng & Zhang, Qi & Teng, Fei & McLellan, Benjamin C., 2022. "A critical review on deployment planning and risk analysis of carbon capture, utilization, and storage (CCUS) toward carbon neutrality," Renewable and Sustainable Energy Reviews, Elsevier, vol. 167(C).
- Оksana Kushnirenko & Natalia Gakhovich, 2023. "Strategic directions of Ukrainian engineering post-war recovery," University Economic Bulletin, Hryhorii Skovoroda University in Pereiaslav, Faculty of Financial, Economic and Vocational Education, issue 56, pages 5-15, March.
- Shihong Zeng & Gen Li & Shaomin Wu & Zhanfeng Dong, 2022. "The Impact of Green Technology Innovation on Carbon Emissions in the Context of Carbon Neutrality in China: Evidence from Spatial Spillover and Nonlinear Effect Analysis," IJERPH, MDPI, vol. 19(2), pages 1-25, January.
- Huan Zhang, 2021. "Technology Innovation, Economic Growth and Carbon Emissions in the Context of Carbon Neutrality: Evidence from BRICS," Sustainability, MDPI, vol. 13(20), pages 1-22, October.
- D’Orazio, Paola & Popoyan, Lilit, 2019.
"Fostering green investments and tackling climate-related financial risks: Which role for macroprudential policies?,"
Ecological Economics, Elsevier, vol. 160(C), pages 25-37.
- D'Orazio, Paola & Popoyan, Lilit, 2018. "Fostering green investments and tackling climate-related financial risks: Which role for macroprudential policies?," Ruhr Economic Papers 778, RWI - Leibniz-Institut für Wirtschaftsforschung, Ruhr-University Bochum, TU Dortmund University, University of Duisburg-Essen.
- Paola D'Orazio & Lilit Popoyan, 2018. "Fostering green investments and tackling climate-related financial risks: which role for macroprudential policies?," LEM Papers Series 2018/35, Laboratory of Economics and Management (LEM), Sant'Anna School of Advanced Studies, Pisa, Italy.
- Wang Gao & Jiajia Wei & Shixiong Yang, 2023. "The Asymmetric Effects of Extreme Climate Risk Perception on Coal Futures Return Dynamics: Evidence from Nonparametric Causality-In-Quantiles Tests," Sustainability, MDPI, vol. 15(10), pages 1-19, May.
- Gupta, Jairaj & Wilson, Nicholas & Gregoriou, Andros & Healy, Jerome, 2014. "The effect of internationalisation on modelling credit risk for SMEs: Evidence from UK market," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 31(C), pages 397-413.
- Weiwei Lin & Yanping Shi, 2023. "A Study on the Development of China’s Financial Leasing Industry Based on Principal Component Analysis and ARIMA Model," Sustainability, MDPI, vol. 15(13), pages 1-20, June.
- Maria J. Nieto, 2019. "Banks, climate risk and financial stability," Journal of Financial Regulation and Compliance, Emerald Group Publishing Limited, vol. 27(2), pages 243-262, May.
- Sannamari Pilpola & Vahid Arabzadeh & Jani Mikkola & Peter D. Lund, 2019. "Analyzing National and Local Pathways to Carbon-Neutrality from Technology, Emissions, and Resilience Perspectives—Case of Finland," Energies, MDPI, vol. 12(5), pages 1-22, March.
- Arindam Bandyopadhyay, 2006. "Predicting probability of default of Indian corporate bonds: logistic and Z-score model approaches," Journal of Risk Finance, Emerald Group Publishing, vol. 7(3), pages 255-272, May.
- Sripad K. Devalkar & Harish Krishnan, 2019. "The Impact of Working Capital Financing Costs on the Efficiency of Trade Credit," Production and Operations Management, Production and Operations Management Society, vol. 28(4), pages 878-889, April.
Most related items
These are the items that most often cite the same works as this one and are cited by the same works as this one.- Helena Redondo & Elisa Aracil, 2024. "Climate‐related credit risk: Rethinking the credit risk framework," Global Policy, London School of Economics and Political Science, vol. 15(S1), pages 21-33, March.
- Chan, Ying Tung & Punzi, Maria Teresa & Zhao, Hong, 2024. "Green transition and financial stability: The role of green monetary and macroprudential policies and vouchers," Energy Economics, Elsevier, vol. 132(C).
- Mohammad Mahdi Mousavi & Jamal Ouenniche & Kaoru Tone, 2023. "A dynamic performance evaluation of distress prediction models," Journal of Forecasting, John Wiley & Sons, Ltd., vol. 42(4), pages 756-784, July.
- Reinders, Henk Jan & Schoenmaker, Dirk & van Dijk, Mathijs, 2023.
"A finance approach to climate stress testing,"
Journal of International Money and Finance, Elsevier, vol. 131(C).
- Schoenmaker, Dirk & Reinders, Henk Jan & Van Dijk, Mathijs, 2020. "A Finance Approach to Climate Stress Testing," CEPR Discussion Papers 14609, C.E.P.R. Discussion Papers.
- Tomislava Pavic Kramaric, 2023. "Performance of Slovenian Listed Firms during COVID-19 Out-break," International Journal of Economic Sciences, European Research Center, vol. 12(1), pages 163-177, May.
- Odongo, Maureen & Misati, Roseline Nyakerario & Kageha, Caren & Wamalwa, Peter Simiyu, 2023. "Sustainable financing, climate change risks and bank stability in Kenya," KBA Centre for Research on Financial Markets and Policy Working Paper Series 71, Kenya Bankers Association (KBA).
- Lingke Wu & Dehong Liu & Tiantian Lin, 2023. "The Impact of Climate Change on Financial Stability," Sustainability, MDPI, vol. 15(15), pages 1-18, July.
- Wenbing Luo & Ziyan Tian & Shihu Zhong & Qinke Lyu & Mingjun Deng, 2022. "Global Evolution of Research on Sustainable Finance from 2000 to 2021: A Bibliometric Analysis on WoS Database," Sustainability, MDPI, vol. 14(15), pages 1-23, August.
- Gregor Semieniuk & Emanuele Campiglio & Jean‐Francois Mercure & Ulrich Volz & Neil R. Edwards, 2021.
"Low‐carbon transition risks for finance,"
Wiley Interdisciplinary Reviews: Climate Change, John Wiley & Sons, vol. 12(1), January.
- Gregor Semieniuk & Emanuele Campiglio & Jean-Francois Mercure & Ulrich Volz & Neil R. Edwards, 2020. "Low-carbon transition risks for finance," Working Papers 233, Department of Economics, SOAS University of London, UK.
- Nguyen, Quyen & Diaz-Rainey, Ivan & Kuruppuarachchi, Duminda & McCarten, Matthew & Tan, Eric K.M., 2023. "Climate transition risk in U.S. loan portfolios: Are all banks the same?," International Review of Financial Analysis, Elsevier, vol. 85(C).
- Teresa C. Herrador-Alcaide & Montserrat Hernández-Solís & Susana Cortés Rodríguez, 2023. "Mapping barriers to green supply chains in empirical research on green banking," Palgrave Communications, Palgrave Macmillan, vol. 10(1), pages 1-16, December.
- Laurence Scialom, 2020.
"Pratiques et doctrine des banques centrales au défi du changement climatique : rupture ou continuité ?,"
EconomiX Working Papers
2020-7, University of Paris Nanterre, EconomiX.
- Laurence Scialom, 2020. "Pratiques et doctrine des banques centrales au défi du changement climatique : rupture ou continuité ?," Working Papers hal-04159711, HAL.
- Lamperti, Francesco & Bosetti, Valentina & Roventini, Andrea & Tavoni, Massimo & Treibich, Tania, 2021.
"Three green financial policies to address climate risks,"
Journal of Financial Stability, Elsevier, vol. 54(C).
- Francesco Lamperti & Valentina Bosetti & Andrea Roventini & Massimo Tavoni & Tania Treibich, 2021. "Three green financial policies to address climate risks," LEM Papers Series 2021/05, Laboratory of Economics and Management (LEM), Sant'Anna School of Advanced Studies, Pisa, Italy.
- Francesco Lamperti & Valentina Bosetti & Andrea Roventini & Massimo Tavoni & Tania Treibich, 2021. "Three green financial policies to address climate risks," Post-Print hal-04103920, HAL.
- Francesco Lamperti & Valentina Bosetti & Andrea Roventini & Massimo Tavoni & Tania Treibich, 2021. "Three green financial policies to address climate risks," SciencePo Working papers Main hal-04103920, HAL.
- Adrian Grimm & Patrik Schönfeldt & Herena Torio & Peter Klement & Benedikt Hanke & Karsten von Maydell & Carsten Agert, 2021. "Deduction of Optimal Control Strategies for a Sector-Coupled District Energy System," Energies, MDPI, vol. 14(21), pages 1-13, November.
- Francesco Ciampi & Alessandro Giannozzi & Giacomo Marzi & Edward I. Altman, 2021. "Rethinking SME default prediction: a systematic literature review and future perspectives," Scientometrics, Springer;Akadémiai Kiadó, vol. 126(3), pages 2141-2188, March.
- Shaorui Xu & Yang Chen & Oleksii Lyulyov & Tetyana Pimonenko, 2023. "Green Technology Innovation and High-Quality Economic Development: Spatial Spillover Effect," Prague Economic Papers, Prague University of Economics and Business, vol. 2023(3), pages 292-319.
- D’Orazio, Paola & Valente, Marco, 2019. "The role of finance in environmental innovation diffusion: An evolutionary modeling approach," Journal of Economic Behavior & Organization, Elsevier, vol. 162(C), pages 417-439.
- Lane, Philip R., 2019. "Climate Change and the Irish Financial System," Economic Letters 1/EL/19, Central Bank of Ireland.
- Antonio Afonso & Jose Alves, 2015.
"The Role of Government Debt in Economic Growth,"
Hacienda Pública Española / Review of Public Economics, IEF, vol. 215(4), pages 9-26, December.
- António Afonso & José Alves, 2014. "The Role of Government Debt in Economic Growth," Working Papers Department of Economics 2014/16, ISEG - Lisbon School of Economics and Management, Department of Economics, Universidade de Lisboa.
- Wang, Chengfu & Chen, Xiangfeng & Xu, Xun & Jin, Wei, 2023. "Financing and operating strategies for blockchain technology-driven accounts receivable chains," European Journal of Operational Research, Elsevier, vol. 304(3), pages 1279-1295.
More about this item
Keywords
carbon neutrality; financial risk prediction; Long Short-Term Memory networks (LSTM); Singular Spectrum Analysis (SSA);All these keywords.
Statistics
Access and download statisticsCorrections
All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:gam:jsusta:v:15:y:2023:i:19:p:14649-:d:1256291. See general information about how to correct material in RePEc.
If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.
If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .
If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.
For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: MDPI Indexing Manager (email available below). General contact details of provider: https://www.mdpi.com .
Please note that corrections may take a couple of weeks to filter through the various RePEc services.