Abstract
Based on the continuous-time random walk (CTRW) model for
high-frequency financial data, we present some recent results
on the following issues:
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We analyze the structure of waiting times between consecutive trades and fit them with Tsallis' $q$-exponentials and Weibull functions. Moreover, we discuss the activity spectrum based on a well-known inverse problem.
We define stochastic integrals on CTRWs and we study the (non-Markovian) case of non-exponentially distributed waiting times.
We price options written on CTRWs using Martingale methods.
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