Near-Linear Time Local Polynomial Nonparametric Estimation

26 Feb 2018Yining WangYi WuSimon S. Du

Local polynomial regression (Fan & Gijbels, 1996) is an important class of methods for nonparametric density estimation and regression problems. However, straightforward implementation of local polynomial regression has quadratic time complexity which hinders its applicability in large-scale data analysis... (read more)

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