谱图分析的统一统计理论
统计理论
2016-09-22 v4 统计方法学
机器学习
统计理论
摘要
本文的目标是表明，通过将谱图分析重新表述为一个非参数函数估计问题，存在一种简单而通用的谱图分析统计逻辑。所提出的观点似乎足以通过单一的形式体系和算法来容纳大多数现有的谱图技术。
引用
@article{arxiv.1602.03861,
title = {Unified Statistical Theory of Spectral Graph Analysis},
author = {Subhadeep Mukhopadhyay},
journal= {arXiv preprint arXiv:1602.03861},
year = {2016}
}
备注
Major changes have been done in terms of contents and structure of the paper. New set of motivations for GraField, Expanding Section 4, Connections with Diffusion map and Google's PageRank method etc