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Combining Fourier and Lagged k-Nearest Neighbor Imputation for Biomedical Time Series Data

Most clinical and biomedical data contain missing values. A patient’s record may be split across multiple institutions, devices may fail, and sensors may not be worn at all times. While these missing values are often ignored, this can lead to bias and error when the data are mined. Further, the data...

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Detalhes bibliográficos
Publicado no:J Biomed Inform
Main Authors: Rahman, Shah Atiqur, Huang, Yuxiao, Claassen, Jan, Heintzman, Nathaniel, Kleinberg, Samantha
Formato: Artigo
Idioma:Inglês
Publicado em: 2015
Assuntos:
Acesso em linha:https://ncbi.nlm.nih.gov/pmc/articles/PMC4755282/
https://ncbi.nlm.nih.gov/pubmed/26477633
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1016/j.jbi.2015.10.004
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