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Convolutional neural networks (CNN) and long short-term memory (LSTM) networks have become a staple of sequence learning. Due to the well-established fact that financial time series data exhibit exceptionally noisy characteristics, capital market anomalies are virtually impossible to detect. We...
Persistent link: https://www.econbiz.de/10012911800
This paper revisits the relationships among macroeconomic variables and asset returns. Based on recent developments in econometrics, we categorize competing models of asset returns into different "Equivalence Predictive Power Classes" (EPPC). During the pre-crisis period (1975-2005), some models...
Persistent link: https://www.econbiz.de/10010506815
We analyse the performance of financial market variables in nowcasting Finnish quarterly GDP growth. In particular, we assess if prediction accuracy is affected by the sampling frequency of the financial variables. Therefore, we apply MIDAS models that allow us to nowcast quarterly GDP growth...
Persistent link: https://www.econbiz.de/10013286502
We explore in this paper the use of deep signature models to predict equity financial time series returns. First, we use signature transformations to model the underlying shape of the input equity returns; further assuming the underlying shape remains the same, we predict future values based on...
Persistent link: https://www.econbiz.de/10013289206
We analyse the performance of financial market variables in nowcasting Finnish quarterly GDP growth. Especially, we assess if prediction accuracy is affected by the sampling frequency of the financial variables. Therefore, we apply MIDAS models that allow us to forecast quarterly GDP growth...
Persistent link: https://www.econbiz.de/10012214415
Persistent link: https://www.econbiz.de/10012288443
Persistent link: https://www.econbiz.de/10014524939
Recent regulation, mandating the clearing of credit default swaps (CDS) by a Central Clearing Counterparties (CCP), has rendered it's possible failure a serious threat to global nancial stability. This work investigates the potential failure of a CCP initiated by the default of a large dealer...
Persistent link: https://www.econbiz.de/10012844084
MiFID requires investment firms to be able to demonstrate that they have secured the best possible execution for their clients, taking into account the various characteristics of the trades involved. In this article, Mark Yeandle, Senior Consultant at Z/Yen, reviews the development and testing...
Persistent link: https://www.econbiz.de/10012825272
The 2007-8 global financial crisis has shown the failure of private finance to efficiently allocate capital to finance real capital development. The resilience and stability of Brazil’s financial system has received attention, since it navigated relatively smoothly through the Great Recession...
Persistent link: https://www.econbiz.de/10010462517