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Adaptive Stream Resource Management Using Kalman Filters

Summary: Frame stream resource management as adaptive filtering; Kalman filters balance precision and resource use for volume streams. Shifts from caching static data to server-side dynamic predictive procedures, reducing communication while preserving accuracy. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
3503
Venue
SIGMOD
Year
2004
Pagerank
0.00014472777
Overall Rank
1,045 | 92.74%
DOI
-

Incoming Non-self Citations Over Time

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Incoming Citations (Sorted by Pagerank)

Showing 26 of 26 citing papers.

Rank Citing Paper Year Venue Pagerank
469 MauveDB: Supporting Model-based User Views in Database Systems 2006 SIGMOD 0.00022406923
2,118 Using Probabilistic Models for Data Management in Acquisitional Environments 2005 CIDR 9.5100739e-05
2,140 Online Piece-wise Linear Approximation of Numerical Streams with Precision Guarantees* 2009 VLDB 9.4626098e-05
2,276 Mind the Gap: An Experimental Evaluation of Imputation of Missing Values Techniques in Time Series 2020 VLDB 9.1261944e-05
2,629 Online Outlier Detection in Sensor Data Using Non-Parametric Models 2006 VLDB 8.4160309e-05
3,934 SimpleTS: An Efficient and Universal Model Selection Framework for Time Series Forecasting 2023 VLDB 6.6175631e-05
4,065 AutoPlait: Automatic Mining of Co-evolving Time Sequences 2014 SIGMOD 6.4819215e-05
4,476 Classical and Contemporary Approaches to Big Time Series Forecasting 2019 SIGMOD 6.1517903e-05
4,751 ODIN: Automated Drift Detection and Recovery in Video Analytics 2020 VLDB 5.9485403e-05
6,335 Adaptive Stream Filters for Entity-based Queries with Non-Value Tolerance 2005 VLDB 5.1056594e-05
7,699 Sketch-based Geometric Monitoring of Distributed Stream Queries 2013 VLDB 4.6746076e-05
7,991 Constraint Chaining: On Energy-Efficient Continuous Monitoring in Sensor Networks 2006 SIGMOD 4.611631e-05
8,337 THEMIS: Fairness in Federated Stream Processing under Overload 2016 SIGMOD 4.5434623e-05
8,770 STAR: Self-Tuning Aggregation for Scalable Monitoring 2007 VLDB 4.456315e-05
9,920 Mining and Forecasting of Big Time-series Data 2015 SIGMOD 4.2561557e-05
10,965 High Precision ≠ High Cost: Temporal Data Fusion for Multiple Low-Precision Sensors 2024 SIGMOD 4.1945683e-05
11,695 Minimizing Cost by Reducing Scaling Operations in Distributed Stream Processing 2019 VLDB 4.1945683e-05
12,138 MOIST: A Scalable and Parallel Moving Object Indexer with School Tracking 2012 VLDB 4.1945683e-05
12,210 Dissemination of Models over Time-Varying Data 2011 VLDB 4.1945683e-05
12,220 Processing Continuous Join Queries in Sensor Networks: a Filtering Approach 2010 SIGMOD 4.1945683e-05
12,276 Parsimonious Linear Fingerprinting for Time Series 2010 VLDB 4.1945683e-05
12,304 Minimizing the Communication Cost for Continuous Skyline Maintenance 2009 SIGMOD 4.1945683e-05
12,338 A Wavelet Transform for Efficient Consolidation of Sensor Relations with Quality Guarantees 2009 VLDB 4.1945683e-05
12,420 Data-Driven Processing in Sensor Networks 2007 CIDR 4.1945683e-05
12,480 Suppression and Failures in Sensor Networks: A Bayesian Approach 2007 VLDB 4.1945683e-05
12,481 MIST: Distributed Indexing and Querying in Sensor Networks using Statistical Models 2007 VLDB 4.1945683e-05
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Outgoing Citations (Sorted by Pagerank)

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

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