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Bidirectional imputation of spatial GPS trajectories with missingness using sparse online Gaussian Process

OBJECTIVE: We propose a bidirectional GPS imputation method that can recover real-world mobility trajectories even when a substantial proportion of the data are missing. The time complexity of our online method is linear in the sample size, and it provides accurate estimates on daily or hourly summa...

詳細記述

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書誌詳細
出版年:J Am Med Inform Assoc
主要な著者: Liu, Gang, Onnela, Jukka-Pekka
フォーマット: Artigo
言語:Inglês
出版事項: Oxford University Press 2021
主題:
オンライン・アクセス:https://ncbi.nlm.nih.gov/pmc/articles/PMC8324229/
https://ncbi.nlm.nih.gov/pubmed/34100950
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1093/jamia/ocab069
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