论文标题

使用语义层次结构进行排序的路线查询

Sequenced Route Query with Semantic Hierarchy

论文作者

Sasaki, Yuya, Ishikawa, Yoshiharu, Fujiwara, Yasuhiro, Onizuka, Makoto

论文摘要

旅行计划查询搜索从给定点开始,从符合用户要求的多个利益点(POI)开始。尽管以前的研究已经调查了旅行计划查询,但由于所有这些途径都严格符合用户要求,因此它们缺乏找到路线的灵活性。我们研究以灵活方式输出多个路线的旅行计划查询。我们提出了一种新型的查询类型,称为Skyline序列路线(SKYSR)查询,该查询通过扩展最短的路由搜索,并在路线中使用POI的语义相似性来搜索所有首选的顺序路由。灵活性是由POI类别的{\ it语义层次结构}实现的。我们为Skysr查询提出了一种有效的算法,即批量的Skysr算法,该算法同时搜索了有效的序列路线和修剪的序列路线。实验评估表明,所提出的方法在响应时间(最多四个数量级)方面显着优于现有方法。此外,我们开发了使用Skysr查询的原型服务,并进行用户测试以评估其有用性。

The trip planning query searches for preferred routes starting from a given point through multiple Point-of-Interests (PoI) that match user requirements. Although previous studies have investigated trip planning queries, they lack flexibility for finding routes because all of them output routes that strictly match user requirements. We study trip planning queries that output multiple routes in a flexible manner. We propose a new type of query called skyline sequenced route (SkySR) query, which searches for all preferred sequenced routes to users by extending the shortest route search with the semantic similarity of PoIs in the route. Flexibility is achieved by the {\it semantic hierarchy} of the PoI category. We propose an efficient algorithm for the SkySR query, bulk SkySR algorithm that simultaneously searches for sequenced routes and prunes unnecessary routes effectively. Experimental evaluations show that the proposed approach significantly outperforms the existing approaches in terms of response time (up to four orders of magnitude). Moreover, we develop a prototype service that uses the SkySR query, and conduct a user test to evaluate its usefulness.

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