The randomized Kaczmarz ($\RK$) algorithm is a simple but powerful approach
for solving consistent linear systems $Ax=b$. This paper proposes an
accelerated randomized Kaczmarz ($\ARK$) algorithm with better convergence than
the standard $\RK$ algorithm on ill conditioned problems. The