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stat.ML2024
Deep Limit Model-free Prediction in Regression
Kejin Wu, Dimitris N. Politis
In this paper, we provide a novel Model-free approach based on Deep Neural Network (DNN) to accomplish point prediction and prediction interval under a general regression setting.…
stat.ML2024
Scalable Subsampling Inference for Deep Neural Networks
Kejin Wu, Dimitris N. Politis
Deep neural networks (DNN) has received increasing attention in machine learning applications in the last several years. Recently, a non-asymptotic error bound has been developed t…