Homogeneity Pursuit

A new method called clustering algorithm in regression via data-driven segmentation (CARDS) to explore homogeneity and the asymptotic normality of the proposed CARDS estimator is established, which reveals better estimation accuracy for homogeneous parameters than that without homogeneity exploration.