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Gaussian approximation for high dimensional vector under physical dependence

Gaussian approximation for high dimensional vector under physical dependence

We develop a Gaussian approximation result for the maximum of a sum of weakly dependent vectors, where the data dimension is allowed to be exponentially larger than sample size. Our result is established under the physical/functional dependence framework. This work can be viewed as a substantive extension of Chernozhukov et …