Suppression and Failures in Sensor Networks: A Bayesian Approach

Summary: BaySail, a Bayesian framework, integrates epsilon-based temporal suppression with redundancy-aware inference to mitigate missing data and ambiguity from message failures in sensor networks. It evaluates redundancy schemes, showing application-level redundancy reduces in-network transmission costs and improves out-of-network inference accuracy versus retransmission or simple sampling. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 9634
Venue: VLDB
Year: 2007
Pagerank: 4.1945683e-05
Overall Rank: 12,480 | 13.18%
DOI: -

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Incoming Citations (Sorted by Pagerank)

Showing 1 of 1 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
12,311	Large-Scale Uncertainty Management Systems: Learning and Exploiting Your Data (Tutorial Summary)	2009	SIGMOD	4.1945683e-05

Outgoing Citations (Sorted by Pagerank)

Showing 11 of 11 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
299	Trio: A System for Data, Uncertainty, and Lineage	2006	VLDB	0.00028525071
469	MauveDB: Supporting Model-based User Views in Database Systems	2006	SIGMOD	0.00022406923
477	Model-Driven Data Acquisition in Sensor Networks	2004	VLDB	0.00022221803
750	Adaptive Precision Setting for Cached Approximate Values	2001	SIGMOD	0.00017220819
911	Design Considerations for High Fan-in Systems: The HiFi Approach	2005	CIDR	0.00015419842
1,003	Adaptive Filters for Continuous Queries over Distributed Data Streams	2003	SIGMOD	0.00014698435
1,045	Adaptive Stream Resource Management Using Kalman Filters	2004	SIGMOD	0.00014472777
2,118	Using Probabilistic Models for Data Management in Acquisitional Environments	2005	CIDR	9.5100739e-05
2,178	Tributaries and Deltas: Efficient and Robust Aggregation in Sensor Network Streams	2005	SIGMOD	9.3559565e-05
7,991	Constraint Chaining: On Energy-Efficient Continuous Monitoring in Sensor Networks	2006	SIGMOD	4.611631e-05

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