Presents an approach for approximating the value of United States-style options by simulation. Numerical example of the simulation approach; Description of general least square Monte Carlo (LSM) algorithm approach; Applications of the LSM algorithm approach; Numerical and implementation issues associated with the LSM algorithm; Advantages of simulation techniques.