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Let $M_n$ be a $\mathscr{F}_n=\sigma(\eta_m,\theta_m, m\leq n)$ measurable martingale difference sequence. Then is it possible to find a exponential tail bound for the following $$P(|M_{n+1}| > u|\mathscr{F}_n)$$

where $M_{n+1} = f(\theta_n, \eta_{n+1})-E[f(\theta_n, \eta_{n+1})|\mathcal{F}_n]$ and $\eta_n$ i.i,d

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  • $\begingroup$ What do you mean by an exponential concentration inequality? And what is $\theta_n$? $\endgroup$ Jan 7, 2016 at 20:17
  • $\begingroup$ @losif: I have made it elaborate. $\endgroup$
    – Sosha
    Jan 8, 2016 at 2:10

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