April 14th, 2008, 3:58 pm
As I understand, what you mentioned (i.e.,random number generator) is just the fundamental partof the Monte carlo simulation. That is not the reason of monte carlo. To see why use monte carlo,we can imagine what other alternatives we have got, say finite method for PDE and tree. Asfor finite method , you cannot do it when the problem is in high dimension. Tree isalso impractical for complicated security. But monte carlo is powerful, since according tothe Feynman-Kac formula, the price of a security is an expectation of something. Computingthe expectation is exactly the work Monte carlo can do. Monte carlo can take you a lot of time,but it can give you a good accuracy. As for the relationship to path of stock price. If your security is path-dependent, you will need tosimulate the path of stock price, otherwise you donot need to simulate the path.
Last edited by
bquant on April 13th, 2008, 10:00 pm, edited 1 time in total.