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Why is My Route Different Today? An Algorithm for Explaining Route Selection

Why is My Route Different Today? An Algorithm for Explaining Route Selection

来源:Arxiv_logoArxiv
英文摘要

Users of routing services like Apple Maps, Google Maps, and Waze frequently wonder why a given route is proposed. This question particularly arises when dynamic conditions like traffic and road closures cause unusual routes to be proposed. While many dynamic conditions may exist in a road network at any time, only a small fraction of those conditions are typically relevant to a given user's route. In this work, we introduce the concept of a simple valid explanation (SVE), which consists of a small set of traffic-laden road segments that answer the following question: Which traffic conditions cause a particular shortest traffic-aware route to differ from the shortest traffic-free route? We give an efficient algorithm for finding SVEs and show that they theoretically and experimentally lead to small and interpretable answers to the question.

Aaron Schild、Sreenivas Gollapudi、Anupam Gupta、Kostas Kollias、Ali Sinop

公路运输工程

Aaron Schild,Sreenivas Gollapudi,Anupam Gupta,Kostas Kollias,Ali Sinop.Why is My Route Different Today? An Algorithm for Explaining Route Selection[EB/OL].(2025-06-05)[2025-06-17].https://arxiv.org/abs/2506.05604.点此复制

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