Researchers developed new models to calculate prices of American options using discrete approximations in the Black-Scholes framework. These models can handle time-varying volatility functions and multiple state variables, unlike previous methods. The models are accurate even with large covariance functions. The study compared many models and found their numerical accuracy through simulations.