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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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Detalles Bibliográficos
Publicado en:J Biomed Inform
Autores principales: Rahman, Shah Atiqur, Huang, Yuxiao, Claassen, Jan, Heintzman, Nathaniel, Kleinberg, Samantha
Formato: Artigo
Lenguaje:Inglês
Publicado: 2015
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Acceso en línea: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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