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Apr 5, 2020 at 20:41 vote accept dohmatob
Apr 5, 2020 at 20:41 comment added dohmatob Yes, indeed. Thanks again!
Apr 5, 2020 at 20:30 comment added Iosif Pinelis @dohmatob : Of course, no hope for that case: If the $X_j$'s are concentrated near the $m_j$'s, then $X_1-X_2$ is naturally concentrated near $m_1-m_2$ -- rather than near $0$. E.g., let the $X_j$'s be iid normal with means $m_1=-m_2=m$, where $m$ large compared with the standard deviation -- then you have almost no concentration for $X_1-X_2$ near $0$.
Apr 5, 2020 at 17:25 comment added dohmatob Was just about to write down the same addendum. Thanks! Any hope for the case $\epsilon \le |m_1-m_2|$ ?
Apr 5, 2020 at 14:01 history edited Iosif Pinelis CC BY-SA 4.0
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Apr 5, 2020 at 9:13 comment added dohmatob Thanks. I meant sub-Gaussian in the general sense, with different means $\mu_1 \ne \mu_2$, e.g as in the pair $P=\mathcal N(\mu_1,\sigma_1^2)$ and $P'=\mathcal N(\mu_2,\sigma_2^2)$.
Apr 5, 2020 at 1:15 history answered Iosif Pinelis CC BY-SA 4.0