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Multi-Dimensional Regression Analysis of Time-Series Data Streams

Summary: Enables online multidimensional linear regression over unbounded time-series streams using compact sufficient regression measures and a partially materialized cube with tilted time windows. Exception-guided drilling identifies anomalous trends under tight memory and latency constraints. (summarized by gpt-5.6-luna on Jul 24 2026)

Paper ID
h55de342ca3a04e96
Venue
VLDB
Year
2002
Pagerank
8.8048988e-05
Overall Rank
2,222 | 85.11%
DOI
10.1016/B978-155860869-6/50036-6

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{chen_vldb02,
        title = {{Multi-Dimensional Regression Analysis of Time-Series Data Streams}},
        author = {Chen, Yixin and Dong, Guozhu and Han, Jiawei and Wah, Benjamin W. and Wang, Jianyong},
        journal = {PVLDB},
        series = {{VLDB} '02},
        doi = {10.1016/B978-155860869-6/50036-6},
        url = {https://doi.org/10.1016/B978-155860869-6/50036-6},
        year = {2002}
}

Incoming Citations (Sorted by Pagerank)

Showing 17 of 17 citing papers.

Rank Citing Paper Year Venue Pagerank
2,387 Towards Graph Containment Search and Indexing 2007 VLDB 8.5236741e-05
2,507 Optimal Multi-scale Patterns in Time Series Streams 2006 SIGMOD 8.354587e-05
2,550 Star-Cubing: Computing Iceberg Cubes by Top-Down and Bottom-Up Integration 2003 VLDB 8.2869953e-05
3,106 Compressing Historical Information in Sensor Networks 2004 SIGMOD 7.6276487e-05
3,843 OLAP on Sequence Data 2008 SIGMOD 6.9687373e-05
4,668 Answering Top-k Queries with Multi-Dimensional Selections: The Ranking Cube Approach 2006 VLDB 6.4622135e-05
4,747 QuickInsights: Quick and Automatic Discovery of Insights from Multi-Dimensional Data 2019 SIGMOD 6.4260676e-05
5,414 Adaptive, Hands-Off Stream Mining 2003 VLDB 6.1275934e-05
6,446 A Regression-Based Temporal Pattern Mining Scheme for Data Streams 2003 VLDB 5.7665263e-05
7,161 On Joining and Caching Stochastic Streams 2005 SIGMOD 5.5803315e-05
8,025 Missing Value Imputation for Multi-attribute Sensor Data Streams via Message Propagation 2024 VLDB 5.3886756e-05
8,423 Mining Approximate Top-K Subspace Anomalies in Multi-Dimensional Time-Series Data 2007 VLDB 5.3192937e-05
8,779 Bellwether Analysis: Predicting Global Aggregates from Local Regions 2006 VLDB 5.2652239e-05
9,170 MetaInsight: Automatic Discovery of Structured Knowledge for Exploratory Data Analysis 2021 SIGMOD 5.2018029e-05
9,484 MAIDS: Mining Alarming Incidents from Data Streams 2004 SIGMOD 5.1562553e-05
12,710 Latent OLAP: Data Cubes over Latent Variables 2011 SIGMOD 4.9605343e-05
13,124 StreamMiner: A Classifier Ensemble-based Engine to Mine Concept-drifting Data Streams 2004 VLDB 4.9605343e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 14 of 14 cited papers.

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

Rank Cited Paper Year Venue Pagerank
11 Implementing Data Cubes Efficiently 1996 SIGMOD 0.00070860346
42 Fast Subsequence Matching in Time-Series Databases 1994 SIGMOD 0.00045609336
82 Space-Efficient Online Computation of Quantile Summaries 2001 SIGMOD 0.00036097627
214 On the Computation of Multidimensional Aggregates 1996 VLDB 0.00024576033
316 Surfing Wavelets on Streams: One-Pass Summaries for Approximate Aggregate Queries 2001 VLDB 0.00021238056
324 An Array-Based Algorithm for Simultaneous Multidimensional Aggregates 1997 SIGMOD 0.00020934349
386 Fast Similarity Search in the Presence of Noise, Scaling, and Translation in Time-Series Databases 1995 VLDB 0.00019396455
404 Bottom-Up Computation of Sparse and Iceberg CUBEs 1999 SIGMOD 0.00019034819
566 On Computing Correlated Aggregates Over Continual Data Streams 2001 SIGMOD 0.00016236872
929 Intelligent Rollups in Multidimensional OLAP Data 2001 VLDB 0.000130092
1,356 Querying Shapes of Histories 1995 VLDB 0.00010905701
1,883 Efficient Computation of Iceberg Cubes with Complex Measures 2001 SIGMOD 9.4237043e-05
3,712 Identifying Representative Trends in Massive Time Series Data Sets Using Sketches 2000 VLDB 7.0577586e-05
6,093 Mining Multi-Dimensional Constrained Gradients in Data Cubes 2001 VLDB 5.8718468e-05
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