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In this paper we give new deviation inequalities of Bernstein's type for thepartial sums of weakly dependent time series. The loss from the independentcase is studied carefully. We give non mixing examples such that dynamicalsystems and Bernoulli shifts for whom our deviation inequalities hold. Theproofs are based on the blocks technique and different coupling arguments.

Deviation inequalities for sums of weakly dependent time series