Thanks a lot.
you do make sense about my question,however, what you refers is just model-based (such as BS-model) ,so you can use LS-MonteCarlo to generate the paths, not dependent on historical prices.
but, i am pricing american options is model-free, only using the market prices. the paths simulation is required when using Longstaff method(2001),and this is the point i am encountering.
how can i get the simulation paths?