Missing Value Imputation for Multi-attribute Sensor Data Streams via Message Propagation

Summary: Introduces MPIN, a message-propagation imputation network that recovers multi-attribute missing values in sliding windows under weak stream assumptions, with theoretical justification. Embeds MPIN in a continuous (data- and model-update) framework for efficient, accurate online imputation, outperforming prior methods. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID: 13555
Venue: VLDB
Year: 2024
Pagerank: 4.7397846e-05
Overall Rank: 7,400 | 48.53%
DOI: 10.14778/3632093.3632100

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 2 of 2 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
9,242	ImputeVIS: An Interactive Evaluator to Benchmark Imputation Techniques for Time Series Data	2024	VLDB	4.3690661e-05
10,321	DeXOR: Enabling xor in Decimal Space for Streaming Lossless Compression of Floating-point Data	2026	VLDB	4.1945683e-05

Outgoing Citations (Sorted by Pagerank)

Showing 9 of 9 cited papers.

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

Rank	Cited Paper	Year	Venue	Pagerank
1,346	Streaming Pattern Discovery in Multiple Time-Series	2005	VLDB	0.00012466288
2,276	Mind the Gap: An Experimental Evaluation of Imputation of Missing Values Techniques in Time Series	2020	VLDB	9.1261944e-05
2,448	Multi-Dimensional Regression Analysis of Time-Series Data Streams	2002	VLDB	8.8032353e-05
2,573	Query Optimization for Dynamic Imputation	2017	VLDB	8.518235e-05
2,574	Discovery of Genuine Functional Dependencies from Relational Data with Missing Values	2018	VLDB	8.5173637e-05
3,012	NETS: Extremely Fast Outlier Detection from a Data Stream via Set-Based Processing	2019	VLDB	7.7153586e-05
4,817	Clustering by Pattern Similarity in Large Data Sets	2002	SIGMOD	5.8987807e-05
6,526	Data Collection and Quality Challenges for Deep Learning	2020	VLDB	5.0267429e-05
6,727	ORBITS: Online Recovery of Missing Values in Multiple Time Series Streams	2021	VLDB	4.9483604e-05

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