2 Preliminaries Nonparametricregression. Consideranonparametricregressionmodelwithrandomcovariates Yi "f0pXiq` i, i"1,,n, (1) whereXi "pxi1,,xipqt Upr 1,1spq1,U denotes theuniform distribution,i

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Sparsedeeplearning aimstoaddress thechallenge ofhugestorage consumption by deep neural networks, and to recover the sparse structure of target functions.

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