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arXiv · 1809.02948

Fitting a Graph to One-Dimensional Data

Siu-Wing Cheng·Otfried Cheong·Taegyoung Lee·Zhengtong Ren
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Abstract

Given n data points in R^d, an appropriate edge-weighted graph connecting the data points finds application in solving clustering, classification, and regresssion problems. The graph proposed by Daitch, Kelner and Spielman (ICML~2009) can be computed by quadratic programming and hence in polynomial time. While a more efficient algorithm would be preferable, replacing quadratic programming is challenging even for the special case of points in one dimension. We develop a dynamic programming algorithm for this case that runs in O(n^2) time.

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Siu-Wing Cheng, Otfried Cheong, Taegyoung Lee, Zhengtong Ren. 2018-09-09. Fitting a Graph to One-Dimensional Data. https://arxiv.org/abs/1809.02948

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