arXiv subjects

M. Raberto

Publications and source records attributed to M. Raberto.

2 recordsLinked to original sources

arXiv2002

Waiting-times and returns in high-frequency financial data: an empirical study

In financial markets, not only prices and returns can be considered as random variables, but also the waiting time between two transactions varies randomly. In the following, we analyse the statistical properties of General Electric stock prices, traded at NYSE, in October 1999. These properties are critically revised in the framework of theoretical predictions based on a continuous-time random walk model.

cond-mat.stat-mech↗

arXiv2000

Learning short-option valuation in the presence of rare events

We present a neural-network valuation of financial derivatives in the case of fat-tailed underlying asset returns. A two-layer perceptron is trained on simulated prices taking into account the well-known effect of volatility smile. The prices of the underlier are generated using fractional calculus algorithms, and option prices are computed by means of the Bouchaud-Potters formula. This learning scheme is tested on market data; the results show a very good agreement between perceptron option prices and real market ones.

cond-mat.stat-mech↗