  This paper proposes the sample path generation method for the stochastic
volatility version of CGMY process. We present the Monte-Carlo method for
European and American option pricing with the sample path generation and
calibrate model parameters to the American style S\&P 100 index options market,
using the least square regression method. Moreover, we discuss path-dependent
options such as Asian and Barrier options.
