Grouping Independence and the Fresh-Start Sigma-Algebra of an Independent-Increment Process
lemmaProbabilitylem:independent-increments-fresh-start-2026aLet be a probability space.
(a) (Grouping.) Let be a natural number, let be independent random variables on , and let and be disjoint subsets of . Then the -algebras and , each generated by the indicated random variables (with the convention that the -algebra generated by the empty collection is ), are independent in the sense of independence of -algebras.
(b) (Fresh start.) Let be a stochastic process on with independent increments, suppose there is a real number with almost surely, let be the natural filtration of , and fix a real number . Then the -algebra
generated by all post- increments, is independent of in the sense of independence of -algebras.
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