Multivariate Time Series Imputation On

MAE (PM2.5)

评测结果

各个模型在此基准测试上的表现结果

模型名称	MAE (PM2.5)	Paper Title	Repository
GRIN	10.51	Filling the G_ap_s: Multivariate Time Series Imputation by Graph Neural Networks	-
STMVL	12.12	ST-MVL: Filling Missing Values in Geo-Sensory Time Series Data	-
ImputeTS	19.58	imputeTS: Time Series Missing Value Imputation in R
M-RNN	14.24	Estimating Missing Data in Temporal Data Streams Using Multi-directional Recurrent Neural Networks	-
MICE	27.42	Multiple imputation using chained equations: issues and guidance for practice
BRITS	11.56	BRITS: Bidirectional Recurrent Imputation for Time Series	-

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