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is an instantiation of generative models and is closely linked with the theory of causal optimal transport. Neural SDEs … volatility models …
Persistent link: https://www.econbiz.de/10012828864
financial forecasting. This paper deals with the application of SVR in volatility forecasting. Based on a recurrent SVR, a GARCH … to forecast financial markets volatility. The real data in this study uses British Pound-US Dollar (GBP) daily exchange …
Persistent link: https://www.econbiz.de/10012966267
financial forecasting. This paper deals with the application of SVR in volatility forecasting. Based on a recurrent SVR, a GARCH … to forecast financial markets volatility. The real data in this study uses British Pound-US Dollar (GBP) daily exchange … examined to the free parameters. Keywords: recurrent support vector regression ; GARCH model ; volatility forecasting …
Persistent link: https://www.econbiz.de/10003636113
results show that asymmetric models generally outperform symmetric ones, indicating that a correlation between volatility and … returns plays an important role for volatility forecasting. Additionally, models utilizing a logarithmic transformation of the …
Persistent link: https://www.econbiz.de/10011818288
In a recent paper "Deep Learning Volatility" a fast 2-step deep calibration algorithm for rough volatility models was … approach outperforms the two-step one for the data sets and methods published in "Deep Learning Volatility". For our …
Persistent link: https://www.econbiz.de/10012828944
This paper proposes a novel theory, coined as Topological Tail Dependence Theory, that links the mathematical theory … behind Persistent Homology (PH) and the financial stock market theory. This study also proposes a novel algorithm to measure … topological stock market changes as well as the incorporation of these topological changes into forecasting realized volatility …
Persistent link: https://www.econbiz.de/10014514075
Recent advances in natural language processing have contributed to the development of market sentiment measures through text content analysis in news providers and social media. The effectiveness of these sentiment variables depends on the implemented techniques and the type of source on which...
Persistent link: https://www.econbiz.de/10012629835
Here, we introduce a new approach for generating sequences of implied volatility (IV) surfaces across multiple assets …
Persistent link: https://www.econbiz.de/10014254286
We propose a new method for solving high-dimensional dynamic programming problems and recursive competitive equilibria with a large (but finite) number of heterogeneous agents using deep learning. The „curse of dimensionality“ is avoided due to four complementary techniques: (1) exploiting...
Persistent link: https://www.econbiz.de/10013221172
We propose a new method for solving high-dimensional dynamic programming problems and recursive competitive equilibria with a large (but finite) number of heterogeneous agents using deep learning. The "curse of dimensionality" is avoided due to four complementary techniques: (1) exploiting...
Persistent link: https://www.econbiz.de/10012581353