Why is My Route Different Today? An Algorithm for Explaining Route Selection
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Abstract
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 an simple valid explanation (SVE), which consists of a small set of trafficladen 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.
Publication details
- DOI
- 10.1137/1.9781611978759.19
- OpenAlex
- W4412408406
- Document type
- conference-paper
- Language
- EN
- Source
- Society for Industrial and Applied Mathematics eBooks
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