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Multi-Matrices Factorization with Application to Missing Sensor Data Imputation

We formulate a multi-matrices factorization model (MMF) for the missing sensor data estimation problem. The estimation problem is adequately transformed into a matrix completion one. With MMF, an n-by-t real matrix, R, is adopted to represent the data collected by mobile sensors from n areas at the...

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Detalles Bibliográficos
Autores principales: Huang, Xiao-Yu, Li, Wubin, Chen, Kang, Xiang, Xian-Hong, Pan, Rong, Li, Lei, Cai, Wen-Xue
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Molecular Diversity Preservation International (MDPI) 2013
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3871111/
https://www.ncbi.nlm.nih.gov/pubmed/24201318
http://dx.doi.org/10.3390/s131115172