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Event Queries on Correlated Probabilistic Streams

Summary: Lahar: an event-processing engine for correlated probabilistic streams from noisy data. Static analysis and novel algorithms yield higher recall/precision and orders-of-magnitude speedups over naive sampling. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
4027
Venue
SIGMOD
Year
2008
Pagerank
7.141911e-05
Overall Rank
3,398 | 76.37%
DOI
-

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 18 of 18 citing papers.

Rank Citing Paper Year Venue Pagerank
1,014 Tuffy: Scaling up Statistical Inference in Markov Logic Networks using an RDBMS 2011 VLDB 0.00014640258
5,759 Indexing Correlated Probabilistic Databases 2009 SIGMOD 5.3392211e-05
5,874 Incrementally Maintaining Classification using an RDBMS 2011 VLDB 5.2930628e-05
6,144 Recognizing Patterns in Streams with Imprecise Timestamps 2010 VLDB 5.1889367e-05
6,284 Probabilistic XML via Markov Chains 2010 VLDB 5.128131e-05
6,838 Capturing Data Uncertainty in High-Volume Stream Processing 2009 CIDR 4.9109732e-05
7,754 Lineage Processing over Correlated Probabilistic Databases 2010 SIGMOD 4.6600967e-05
7,962 Access Control over Uncertain Data 2008 VLDB 4.613363e-05
8,306 Online Windowed Subsequence Matching over Probabilistic Sequences 2012 SIGMOD 4.5435639e-05
8,378 Probabilistic Management of OCR Data using an RDBMS 2012 VLDB 4.5320288e-05
9,358 Probabilistic Nearest Neighbor Queries on Uncertain Moving Object Trajectories 2014 VLDB 4.3510473e-05
9,551 Data Integration and Data Exchange: It’s Really About Time 2013 CIDR 4.3255102e-05
10,523 Scalable Complex Event Processing on Video Streams 2025 SIGMOD 4.1945683e-05
12,042 E-Matching: Event Processing over Noisy Sequences in Real Time 2013 SIGMOD 4.1945683e-05
12,206 Distributed Inference and Query Processing for RFID Tracking and Monitoring 2011 VLDB 4.1945683e-05
12,213 Transducing Markov Sequences 2010 PODS 4.1945683e-05
12,406 Systems Aspects of Probabilistic Data Management 2008 VLDB 4.1945683e-05
13,547 Lahar Demonstration: Warehousing Markovian Streams 2009 VLDB -
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Outgoing Citations (Sorted by Pagerank)

Showing 10 of 10 cited papers.

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

Rank Cited Paper Year Venue Pagerank
74 Efficient Query Evaluation on Probabilistic Databases 2004 VLDB 0.00057857292
101 ULDBs: Databases with Uncertainty and Lineage 2006 VLDB 0.0004955674
259 High-Performance Complex Event Processing over Streams 2006 SIGMOD 0.00030174924
1,083 A Formal Analysis of Information Disclosure in Data Exchange 2004 SIGMOD 0.00014210752
1,268 The Dichotomy of Conjunctive Queries on Probabilistic Structures 2007 PODS 0.00012931993
1,594 Adaptive Cleaning for RFID Data Streams 2006 VLDB 0.00011222484
2,070 Temporal Management of RFID Data 2005 VLDB 9.6254139e-05
3,041 Sketching Probabilistic Data Streams 2007 SIGMOD 7.6697078e-05
3,385 Estimating Statistical Aggregates on Probabilistic Data Streams 2007 PODS 7.1580391e-05
4,233 What is "Next" in Event Processing? 2007 PODS 6.3376015e-05
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