33 citations · 43 across the 8 of their papers we have counts for
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cs.LG2024★ 33 cited
MTSCI: A Conditional Diffusion Model for Multivariate Time Series Consistent Imputation
Jianping Zhou, Junhao Li, Guanjie Zheng +2
Missing values are prevalent in multivariate time series, compromising the integrity of analyses and degrading the performance of downstream tasks. Consequently, research has focus…
cs.LG2024★ 2 cited
MagiNet: Mask-Aware Graph Imputation Network for Incomplete Traffic Data
Jianping Zhou, Bin Lu, Zhanyu Liu +6
Due to detector malfunctions and communication failures, missing data is ubiquitous during the collection of traffic data. Therefore, it is of vital importance to impute the missin…