Measures and Probabilities
Andreas Löffler, Lutz Kruschwitz · Springer texts in business and economics · 2019
Continuous-time theory makes use of a sophisticated functional analytical apparatus. If you really want to understand what a Brownian motion is and how to use it, you have no choice but to first deal with measurement theory and general integration theory.