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Let {Xn,n≥1} be a stationary LNQD or NA sequence satisfying EX1 =,μ,EX21<∞ and (Var Sn)/n→a^2 as n→∞. In this paper a class of self-normalized central limit theorems and estimators of Var Sn are studied. The weak and strong consistency of the estimator