ImputeVIS: An Interactive Evaluator to Benchmark Imputation Techniques for Time Series Data

Summary: ImputeVIS is an interactive, open-source dashboard for benchmarking time-series imputation under configurable consecutive-missing-block scenarios. It combines imputation-focused profiling, composable corruption patterns, explainable comparisons, and AutoML-based parameter optimization. (summarized by gpt-5.6-luna on Jul 24 2026)

Paper ID: 13837
Venue: VLDB
Year: 2024
Pagerank: 5.2755515e-05
Overall Rank: 9,390 | 35.58%
DOI: 10.14778/3685800.3685867

Incoming Non-self Citations Over Time

Authors

1. Mourad Khayati (University of Freiburg)
2. Quentin Nater (University of Freiburg)
3. Jacques Pasquier (University of Freiburg)

BibTeX Citation

@article{khayati_vldb24,
        title = {{ImputeVIS: An Interactive Evaluator to Benchmark Imputation Techniques for Time Series Data}},
        author = {Khayati, Mourad and Nater, Quentin and Pasquier, Jacques},
        journal = {PVLDB},
        series = {{VLDB} '24},
        volume = {17},
        number = {12},
        pages = {4329--4332},
        doi = {10.14778/3685800.3685867},
        url = {https://doi.org/10.14778/3685800.3685867},
        year = {2024}
}

Incoming Citations (Sorted by Pagerank)

Showing 1 of 1 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
10,981	DIM-SUM: Dynamic Imputation for Smart Utility Management	2025	VLDB	5.093636e-05

Outgoing Citations (Sorted by Pagerank)

Showing 6 of 6 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

Rank	Cited Paper	Year	Venue	Pagerank
2,208	Query Optimization for Dynamic Imputation	2017	VLDB	8.9512455e-05
2,545	Mind the Gap: An Experimental Evaluation of Imputation of Missing Values Techniques in Time Series	2020	VLDB	8.4401333e-05
4,034	Missing Value Imputation on Multidimensional Time Series	2021	VLDB	6.9446462e-05
5,702	DAMR: Dynamic Adjacency Matrix Representation Learning for Multivariate Time Series Imputation	2023	SIGMOD	6.1153951e-05
6,417	ORBITS: Online Recovery of Missing Values in Multiple Time Series Streams	2021	VLDB	5.8822847e-05
7,844	Missing Value Imputation for Multi-attribute Sensor Data Streams via Message Propagation	2024	VLDB	5.5332653e-05

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#	Overall Rank	Paper	Year	Venue
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7	10,981	DIM-SUM: Dynamic Imputation for Smart Utility Management	2025	VLDB
8	7,844	Missing Value Imputation for Multi-attribute Sensor Data Streams via Message Propagation	2024	VLDB
9	2,545	Mind the Gap: An Experimental Evaluation of Imputation of Missing Values Techniques in Time Series	2020	VLDB
10	4,034	Missing Value Imputation on Multidimensional Time Series	2021	VLDB