Weighted and vector-valued variational estimates for ergodic averages

We prove weighted and vector-valued variational estimates for ergodic averages on ${\mathbb{R}}^d$. The weighted square function estimate relating ergodic averages to the dyadic martingale is obtained using an ${\mathrm{\ell }}^r$ version of a reverse H"older inequality for variation seminorms.