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A stochastic process is a collection of random variables usually indexed by a totally ordered set.
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References for a physicist migrating to stochastic processes
I asked myself the same question (starting from a different background) a while ago. Here is where I stand.
1) A standard reference on functional analytic treatments of stochastic processes is the bo …