图 书 馆
异构图上语义接近搜索的交互式路径嵌入Interactive Paths Embedding for Semantic Proximity Search on Heterogeneous Graphs |
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| 课程网址: | http://videolectures.net/kdd2018_liu_interactive_embedding/ |
| 主讲教师: | Zemin Liu |
| 开课单位: | 浙江大学 |
| 开课时间: | 2018-11-23 |
| 课程语种: | 英语 |
| 中文简介: |  |
| 课程简介: | Semantic proximity search on heterogeneous graph is an important task, and is useful for many applications. It aims to measure the proximity between two nodes on a heterogeneous graph w.r.t. some given semantic relation. Prior work often tries to measure the semantic proximity by paths connecting a query object and a target object. Despite the success of such path-based approaches, they often modeled the paths in a weakly coupled manner, which overlooked the rich interactions among paths. In this paper, we introduce a novel concept of interactive paths to model the interdependency among multiple paths between a query object and a target object. We then propose an Interactive Paths Embedding (IPE) model, which learns low-dimensional representations for the resulting interactive-paths structures for proximity estimation. We conduct experiments on seven relations with four different types of heterogeneous graphs, and show that our model outperforms the state-of-the-art baselines. |
| 关 键 词: | 语义邻近搜索; 度量语义接近度; 交互式路径结构的低维表示 |
| 课程来源: | 视频讲座网 |
| 数据采集: | 2023-02-01：cyh |
| 最后编审: | 2023-02-01：cyh |
| 阅读次数: | 37 |