Suppose we are given a SDE of the form $$ dX_t=\sigma(t,X_t)dW_t + b(t,X_t)dt,\quad X_0=\xi. $$
For simplicity, let $\xi$ be a constant.
My understanding is that
- Strong solution: for a given probability space, filtration, and a Brownian motion (BM), if there exists $X$ that solves the above SDE, then $X$ is a strong solution.
- Weak solution: if we can find a probability space, filtration, a BM, and $X$, then we say that the a tuple of these is a weak solution.
For the uniqueness, we say that
Unique in law: if the law of $X$ is unique. (E.g. a BM $B$ and $-B$ both solve the Tanaka SDE, and their laws are the same)
Pathwise uniqueness: if there are two solutions $X$ and $X'$, then $\mathbb{P}(X_t=X_t',\forall t)$.
My confusion is related to Ito's theorem and Yamada-Watanabe Theorem. Ito's theorem says that if $\sigma$ and $b$ are Lipshitz and of linear growth, then the solution exists and is unique. Yamada-Watanabe says that a weak solution + pathwise uniqueness is equivalent to the existence of a unique strong solution.
My confusions are as follows.
- In Ito's theorem, what does it mean by ``unique''? Is it pathwise uniqueness?
- In Ito's theorem, what does it mean by ``solution''? Is is strong solution?
- If Ito's theorem is about a strong and pathwise unique solution, then since strong solution is weak, Yamada-Watanabe seems to be moot.
I consulted Karatzas-Shereve, Rogers-Williams, and Klenke, but they use slightly different terminology and I am confused.
Indeed globally-Lipschitz regularity gives you strong-solution and strong-uniqueness (see Karatzas-Shreve 5.1 "Strong solutions"). As explained in Karatzas-Shreve the difference between pathwise and strong-uniqueness is:
One theorem of Yamada-Watanabe proves that one can lift a weak-solution with pathwise-uniqueness to a strong solution.
They also prove that a strong-solution is possible with a weaker requirement on the coefficients (described in Karatzas-Shreve as you mentioned) (note that below they actually mean strong-uniqueness) eg. in LECTURE NOTES ON THE YAMADA–WATANABE CONDITION FOR THE PATHWISE UNIQUENESS OF SOLUTIONS OF CERTAIN STOCHASTIC DIFFERENTIAL EQUATIONS.
For example, Revuz-Yor never uses the phrase "strong-uniqueness" but instead just talks about "pathwise-uniqueness" (which they define having the same filtration i.e. the strong uniqueness from Karatzas-Shrever).