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Jun, 2020
不强制无环的情况下学习有向无环图(DAGs)
Learning DAGs without imposing acyclicity
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Gherardo Varando
TL;DR
本文章通过L1正则化优化的稀疏矩阵分解方法,得到逼近DAG的图结构,避免了传统结构学习算法在组合复杂度方面的缺陷。
Abstract
We explore if it is possible to learn a
directed acyclic graph
(DAG) from data without imposing explicitly the acyclicity constraint. In particular, for
gaussian distributions
, we frame
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