Missing Value Imputation on Multidimensional Time Series
Summary: DeepMVI is a deep-learning imputation method for multidimensional time series, modeling missing values from temporal signals and cross-series correlations. Robust training with synthetic missing blocks and a temporal-transformer plus learned-embedding kernel regression yields large accuracy gains (often >50%), with slower runtimes but improved downstream analytics. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Parikshit Bansal (Indian Institute of Technology Mumbai)
- 2. Prathamesh Deshpande (Indian Institute of Technology Mumbai)
- 3. Sunita Sarawagi (Indian Institute of Technology Mumbai)
BibTeX Citation
@article{bansal_vldb21,
title = {{Missing Value Imputation on Multidimensional Time Series}},
author = {Bansal, Parikshit and Deshpande, Prathamesh and Sarawagi, Sunita},
journal = {PVLDB},
series = {{VLDB} '21},
volume = {14},
number = {11},
pages = {2533--2545},
doi = {10.14778/3476249.3476300},
url = {https://doi.org/10.14778/3476249.3476300},
year = {2021}
}Incoming Citations (Sorted by Pagerank)
Showing 9 of 9 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 9,077 | A Multi-Scale Decomposition MLP-Mixer for Time Series Analysis | 2024 | VLDB | 5.2283159e-05 |
| 9,455 | ZIP: Lazy Imputation during Query Processing | 2024 | VLDB | 5.1735482e-05 |
| 9,573 | ImputeVIS: An Interactive Evaluator to Benchmark Imputation Techniques for Time Series Data | 2024 | VLDB | 5.1571823e-05 |
| 10,181 | In-Database Data Imputation | 2024 | SIGMOD | 5.0653015e-05 |
| 10,743 | MH-GIN: Multi-scale Heterogeneous Graph-based Imputation Network for AIS Data | 2026 | VLDB | 4.9793485e-05 |
| 11,363 | DIM-SUM: Dynamic Imputation for Smart Utility Management | 2025 | VLDB | 4.9793485e-05 |
| 11,590 | Enriching Relations with Additional Attributes for ER | 2024 | VLDB | 4.9793485e-05 |
| 11,661 | Generalizable Data Cleaning of Tabular Data in Latent Space | 2024 | VLDB | 4.9793485e-05 |
| 11,738 | Splitting Tuples of Mismatched Entities | 2023 | SIGMOD | 4.9793485e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 4 of 4 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 547 | ERACER: A Database Approach for Statistical Inference and Data Cleaning | 2010 | SIGMOD | 0.00016578131 |
| 2,239 | Query Optimization for Dynamic Imputation | 2017 | VLDB | 8.7745792e-05 |
| 2,589 | Mind the Gap: An Experimental Evaluation of Imputation of Missing Values Techniques in Time Series | 2020 | VLDB | 8.2507594e-05 |
| 4,497 | Automating Exploratory Data Analysis via Machine Learning: An Overview | 2020 | SIGMOD | 6.5763072e-05 |
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