Phelim Boyle originated Monte Carlo in finance for pricing options. He also does research on applying QRMC and LDS in finance and insurance. See his paper for example [#!kn:BoyleBroadieGlassermanJEDC1997!#].
http://www.arts.uwaterloo.ca/ACCT/people/boyle.htm