
Probability for Finance
Ekkehard Kopp, Jan Malczak, Tomasz Zastawniak
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From Measures to Itô Integrals gives a clear account of measure theory, leading via L2-theory to Brownian motion, Itô integrals and a brief look at martingale calculus. Modern probability theory and the applications of stochastic processes rely heavily on an understanding of basic measure theory.
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