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AMBIT: Augmenting Mobility Baselines with Interpretable Trees

2026-02-13

Abstract excerpt

<title>Abstract</title> <p> Origin--destination (OD) flow prediction remains a core task in GIS and urban analytics, yet practical deployments face two conflicting needs: high accuracy and clear interpretability. This paper develops AMBIT, a gray-box framework that augments physical mobility baselines with interpretable tree models. We begin with a comprehensive audit of classical spatial interaction models on a...

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Literature Corpus work
a0c59fd8-0975-51e2-b8c8-ff8a3ba56cad
DOI
10.21203/rs.3.rs-8650800/v1
Open publication

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AMBIT: Augmenting Mobility Baselines with Interpretable TreesDOI 10.21203/rs.3.rs-8650800/v1
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