Nonparametric Prediction Distribution from Resolution-Wise Regression with Heterogeneous Data
异质数据逐分辨率回归的非参数预测分布
Modeling and inference for heterogeneous data have gained great interest recently due to rapid developments in personalized marketing. Most existing regression approaches are based on the conditional mean and may require additional cluster information to accommodate data heterogeneity. In this paper, we propose a novel nonparametric resolution-wise regression procedure to provide an estimated distribution of the response instead of one single value. We achieve this by…