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References from A TimeGAN Framework for Synthetic Frontier-Market Currency Scenarios: Evidence and Critical Reflections from the Nigerian Naira/US Dollar Market. Local targets link to admitted publications; unresolved targets remain external evidence.
Unresolved reference
2023 · External reference
10.1145/3383455.3422554
10.1145/3383455.3422554 · 2020 · External reference
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2019 · External reference
The pricing of options and corporate liabilities
10.1086/260062 · 1973 · External reference
Unresolved reference
External reference
Generalized autoregressive conditional heteroskedasticity
10.1016/0304-4076(86)90063-1 · 1986 · External reference
Empirical properties of asset returns: Stylized facts and statistical issues
10.1080/713665670 · 2001 · External reference
Unresolved reference
External reference
Tackling the exponential scaling of signature-based generative adversarial networks for high-dimensional financial time-series generation
10.3905/jfds.2022.1.104 · 2022 · External reference
Generative adversarial networks in finance: An overview (arXiv:2106.06364)
10.48550/arxiv.2106.06364 · 2021 · External reference
Autoregressive conditional heteroscedasticity with estimates of the variance of United Kingdom inflation
10.2307/1912773 · 1982 · External reference
Deep generative modeling for financial time series with application in VaR: A comparative review (arXiv:2401.10370)
10.48550/arxiv.2401.10370 · 2024 · External reference
10.1155/2015/909231
10.1155/2015/909231 · 2015 · External reference
Generative adversarial networks
10.1145/3422622 · 2020 · External reference
Sensitivity-based method and expected shortfall for market risk under FRTB: Its impact on options risk capital
10.1108/jefas-12-2021-0268 · 2023 · External reference
A generative adversarial graph neural network for synthetic time series data (arXiv:2605.22215)
2026 · External reference
Long short-term memory
10.1162/neco.1997.9.8.1735 · 1997 · External reference
Synthetic financial data generation for enhanced financial modelling: Evaluating generative models for synthetic financial data (arXiv:2512.21791)
10.48550/arxiv.2512.21791 · 2025 · External reference
Unresolved reference
2017 · External reference
10.1073/pnas.0709247105
10.1073/pnas.0709247105 · 2008 · External reference
Unresolved reference
2013 · External reference
New money: A systematic review of synthetic data generation for finance (arXiv:2510.26076)
10.48550/arxiv.2510.26076 · 2025 · External reference
10.48550/arxiv.2006.05421
10.48550/arxiv.2006.05421 · 2020 · External reference
Exchange rate volatility in Nigeria: Effects of risk management in the Nigerian export economy using GARCH models, 1998–2025
2026 · External reference
The earth mover's distance as a metric for image retrieval
10.1023/a:1026543900054 · 2000 · External reference
Decision-aware conditional GANs for time series data (arXiv:2009.12682)
10.48550/arxiv.2009.12682 · 2023 · External reference
10.1007/978-3-540-71050-9
10.1007/978-3-540-71050-9 · 2009 · External reference
Fin-GAN: Forecasting and classifying financial time series via generative adversarial networks
10.1080/14697688.2023.2299966 · 2024 · External reference
Quant GANs: Deep generation of financial time series
10.1080/14697688.2020.1730426 · 2020 · External reference
10.1609/aaai.v38i14.29531
10.1609/aaai.v38i14.29531 · 2024 · External reference
Time-series generative adversarial networks
2019 · External reference
10.1609/aaai.v31i1.10804
10.1609/aaai.v31i1.10804 · 2017 · External reference
10.1007/978-3-540-71050-9
10.1007/978-3-540-71050-9 · ExternalCitation · doi-reference
Generalized autoregressive conditional heteroskedasticity
10.1016/0304-4076(86)90063-1 · ExternalCitation · doi-reference
The earth mover's distance as a metric for image retrieval
10.1023/a:1026543900054 · ExternalCitation · doi-reference
10.1073/pnas.0709247105
10.1073/pnas.0709247105 · ExternalCitation · doi-reference
Quant GANs: Deep generation of financial time series
10.1080/14697688.2020.1730426 · ExternalCitation · doi-reference
Fin-GAN: Forecasting and classifying financial time series via generative adversarial networks
10.1080/14697688.2023.2299966 · ExternalCitation · doi-reference
Empirical properties of asset returns: Stylized facts and statistical issues
10.1080/713665670 · ExternalCitation · doi-reference
The pricing of options and corporate liabilities
10.1086/260062 · ExternalCitation · doi-reference
Sensitivity-based method and expected shortfall for market risk under FRTB: Its impact on options risk capital
10.1108/jefas-12-2021-0268 · ExternalCitation · doi-reference
10.1145/3383455.3422554
10.1145/3383455.3422554 · ExternalCitation · doi-reference
Generative adversarial networks
10.1145/3422622 · ExternalCitation · doi-reference
10.1155/2015/909231
10.1155/2015/909231 · ExternalCitation · doi-reference
Long short-term memory
10.1162/neco.1997.9.8.1735 · ExternalCitation · doi-reference
10.1609/aaai.v31i1.10804
10.1609/aaai.v31i1.10804 · ExternalCitation · doi-reference
10.1609/aaai.v38i14.29531
10.1609/aaai.v38i14.29531 · ExternalCitation · doi-reference
Autoregressive conditional heteroscedasticity with estimates of the variance of United Kingdom inflation
10.2307/1912773 · ExternalCitation · doi-reference
Tackling the exponential scaling of signature-based generative adversarial networks for high-dimensional financial time-series generation
10.3905/jfds.2022.1.104 · ExternalCitation · doi-reference
10.48550/arxiv.2006.05421
10.48550/arxiv.2006.05421 · ExternalCitation · doi-reference
Decision-aware conditional GANs for time series data (arXiv:2009.12682)
10.48550/arxiv.2009.12682 · ExternalCitation · doi-reference
Generative adversarial networks in finance: An overview (arXiv:2106.06364)
10.48550/arxiv.2106.06364 · ExternalCitation · doi-reference
Deep generative modeling for financial time series with application in VaR: A comparative review (arXiv:2401.10370)
10.48550/arxiv.2401.10370 · ExternalCitation · doi-reference
New money: A systematic review of synthetic data generation for finance (arXiv:2510.26076)
10.48550/arxiv.2510.26076 · ExternalCitation · doi-reference
Synthetic financial data generation for enhanced financial modelling: Evaluating generative models for synthetic financial data (arXiv:2512.21791)
10.48550/arxiv.2512.21791 · ExternalCitation · doi-reference
