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: h19e48d205201cf83
Venue: VLDB
Year: 2024
Pagerank: 5.1571823e-05
Overall Rank: 9,573 | 35.64%
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 2 of 2 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
11,003	ImputePilot: A Graphical Model Selection Toolkit for Time Series Imputation	2026	VLDB	4.9793485e-05
11,363	DIM-SUM: Dynamic Imputation for Smart Utility Management	2025	VLDB	4.9793485e-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
2,239	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
4,131	Missing Value Imputation on Multidimensional Time Series	2021	VLDB	6.788827e-05
5,832	DAMR: Dynamic Adjacency Matrix Representation Learning for Multivariate Time Series Imputation	2023	SIGMOD	5.978182e-05
6,551	ORBITS: Online Recovery of Missing Values in Multiple Time Series Streams	2021	VLDB	5.750302e-05
8,003	Missing Value Imputation for Multi-attribute Sensor Data Streams via Message Propagation	2024	VLDB	5.4091136e-05

Semantically Similar Papers

#	Overall Rank	Paper	Year	Venue
1	2,239	Query Optimization for Dynamic Imputation	2017	VLDB
2	11,632	A Demonstration of TENDS: Time Series Management System based on Model Selection	2024	VLDB
3	11,403	TARImpute: Task-Aware auto-Recommender System for Missing Value Imputation Algorithms with Clustering Case Studies	2025	VLDB
4	13,698	Spatio-Temporal Denoising Graph Autoencoders with Data Augmentation for Photovoltaic Data Imputation	2023	SIGMOD
5	3,441	Efficient and Effective Data Imputation with Influence Functions	2022	VLDB
6	11,363	DIM-SUM: Dynamic Imputation for Smart Utility Management	2025	VLDB
7	8,003	Missing Value Imputation for Multi-attribute Sensor Data Streams via Message Propagation	2024	VLDB
8	2,589	Mind the Gap: An Experimental Evaluation of Imputation of Missing Values Techniques in Time Series	2020	VLDB
9	4,131	Missing Value Imputation on Multidimensional Time Series	2021	VLDB
10	11,003	ImputePilot: A Graphical Model Selection Toolkit for Time Series Imputation	2026	VLDB