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Nonparametric inference for interval data using kernel methods

Published in Figshare • Jan 1, 2023
NobleIDNI9P75W00R50S54
Authors:
Hoyoung Park
,
Ji Meng Loh
,
Woncheol Jang

Abstract

Symbolic data have become increasingly popular in the era of big data. In this paper, we consider density estimation and regression for interval-valued data, a special type of symbolic data, common in astronomy and official statistics. We propose kernel estimators with adaptive bandwidths to account...

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