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We develop a multivariate statistical arbitrage strategy based on vine copulas - a highly flexible instrument for linear and nonlinear multivariate dependence modeling. In an empirical application on the S&P 500, we find statistically and economically significant returns of 9.25 percent p.a. and...
Persistent link: https://www.econbiz.de/10011557422
This paper develops a pairs trading framework based on a mean-reverting jump-diffusion model and applies it to minute-by-minute data of the S&P 500 oil companies from 1998 to 2015. The established statistical arbitrage strategy enables us to perform intraday and overnight trading. Essentially,...
Persistent link: https://www.econbiz.de/10011644776
Long short-term memory (LSTM) networks are a state-of-the-art technique for sequence learning. They are less commonly applied to financial time series predictions, yet inherently suitable for this domain. We deploy LSTM networks for predicting out-of-sample directional movements for the...
Persistent link: https://www.econbiz.de/10011644777
Over the past 15 years,there have been a number of studies using text mining for predicting stock market data. Two recent publications employed support vector machines and second-order Factorization Machines, respectively, to this end. However, these approaches either completely neglect...
Persistent link: https://www.econbiz.de/10011662951
Most statistical arbitrage strategies in the academic literature soley rely on price time series. By contrast, alternative data sources are of growing importance for professional investors. We contribute to bridging this gap by assessing the price-predictive value of more than nine million...
Persistent link: https://www.econbiz.de/10011956580
This paper develops a statistical arbitrage strategy based on overnight social media data and applies it to high-frequency data of the S&P 500 constituents from January 2014 to December 2015. The established trading framework predicts future financial markets using Factorization Machines, which...
Persistent link: https://www.econbiz.de/10011746521
A considerable theoretical and empirical literature studies the corporation's capital structure. Economists have paid less attention to capital structure in other enterprise forms such as partnerships, which typically operate under different legal constraints and appeal to smaller enterprises....
Persistent link: https://www.econbiz.de/10011784949
[...]This paper examines the recent recession, with particularattention given to developments in the labor market and in UI program financing. Its three objectives are to describedevelopments in the macroeconomy and in the labor marketthat have relevance for UI funding issues, to present...
Persistent link: https://www.econbiz.de/10005869739
[...]This article significantly advances the literature onmortgage prepayments by introducing quantitative measuresof individual homeowner credit histories to the loan-levelanalysis of the factors influencing the probability that a homeownerwill refinance. In addition to credit histories, we...
Persistent link: https://www.econbiz.de/10005870272
This paper analyses three options for financing higher education:• Tax funding, as proposed by the Liberal Democrats and, more recently, the Tories.• Tax funding plus upfront charges, as at present.• Tax funding plus deferred charges, as proposed in the White Paper on highereducation...
Persistent link: https://www.econbiz.de/10005871053