TL;DR该研究提出了一种无监督的 ONE 方法，可检测和减少异常节点对网络嵌入的影响，进而提高网络嵌入的鲁棒性，并在不需要监督的情况下集成了异常节点的影响，取得了明显的性能优势，对提高当前具有节点属性的网络应用具有一定的实用性。
Abstract
attributed network embedding has received much interest from the research
community as most of the networks come with some content in each node, which is
also known as node attributes. Existing attributed network