基于嵌入的地点去重

Sep, 2019

Place Deduplication with Embeddings

Carl Yang, Do Huy Hoang, Tomas Mikolov, Jiawei Han

TL;DR本文探讨了移动定位服务，大型地点图和地点去重等问题，并提出了一种基于数据驱动的两步式流程来解决Facebook匿名地点图中地点重复的问题，该流程基于多个新技术的地点嵌入方法，比现有技术有显著改进。

Abstract

Thanks to the advancing mobile location services, people nowadays can post about places to share visiting experience on-the-go. A large place graph not only helps users explore interesting destinations, but also