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Statistical Inference for High-Dimensional Models via Recursive Online-Score Estimation

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In this paper, we develop a new estimation and valid inference method for single or low-dimensional regression coefficients in high-dimensional generalized linear models. The number of the predictors is allowed to grow exponentially fast with respect to the sa... ...