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Multi-Dimensional Regression Analysis of Time-Series Data Streams

Summary: Online, multi-dimensional regression over time-series streams using a few compressed statistics instead of the full history. Introduces a partially materialized data cube (regression as measure, tilt time frame) and exception-guided drilling for memory- and time-efficient online analysis. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
8856
Venue
VLDB
Year
2002
Pagerank
8.7935134e-05
Overall Rank
2,448 | 82.99%
DOI
-

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 17 of 17 citing papers.

Rank Citing Paper Year Venue Pagerank
2,195 Star-Cubing: Computing Iceberg Cubes by Top-Down and Bottom-Up Integration 2003 VLDB 9.3239483e-05
2,429 Optimal Multi-scale Patterns in Time Series Streams 2006 SIGMOD 8.8285306e-05
2,432 Towards Graph Containment Search and Indexing 2007 VLDB 8.8247178e-05
3,127 Compressing Historical Information in Sensor Networks 2004 SIGMOD 7.5200903e-05
4,176 OLAP on Sequence Data 2008 SIGMOD 6.3771062e-05
4,718 Answering Top-k Queries with Multi-Dimensional Selections: The Ranking Cube Approach 2006 VLDB 5.9664602e-05
5,193 QuickInsights: Quick and Automatic Discovery of Insights from Multi-Dimensional Data 2019 SIGMOD 5.6322426e-05
5,489 Adaptive, Hands-Off Stream Mining 2003 VLDB 5.4790681e-05
6,339 A Regression-Based Temporal Pattern Mining Scheme for Data Streams 2003 VLDB 5.0989397e-05
6,852 On Joining and Caching Stochastic Streams 2005 SIGMOD 4.9027621e-05
7,400 Missing Value Imputation for Multi-attribute Sensor Data Streams via Message Propagation 2024 VLDB 4.7352383e-05
8,181 Bellwether Analysis: Predicting Global Aggregates from Local Regions 2006 VLDB 4.5625565e-05
8,226 Mining Approximate Top-K Subspace Anomalies in Multi-Dimensional Time-Series Data 2007 VLDB 4.5505782e-05
8,959 MetaInsight: Automatic Discovery of Structured Knowledge for Exploratory Data Analysis 2021 SIGMOD 4.4175998e-05
9,066 MAIDS: Mining Alarming Incidents from Data Streams 2004 SIGMOD 4.3991821e-05
12,183 Latent OLAP: Data Cubes over Latent Variables 2011 SIGMOD 4.1905499e-05
12,603 StreamMiner: A Classifier Ensemble-based Engine to Mine Concept-drifting Data Streams 2004 VLDB 4.1905499e-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 0.0011695087
65 Fast Subsequence Matching in Time-Series Databases 1994 SIGMOD 0.00061977022
126 Space-Efficient Online Computation of Quantile Summaries 2001 SIGMOD 0.00044753012
247 On the Computation of Multidimensional Aggregates 1996 VLDB 0.00030923842
344 Surfing Wavelets on Streams: One-Pass Summaries for Approximate Aggregate Queries 2001 VLDB 0.00026698826
362 Fast Similarity Search in the Presence of Noise, Scaling, and Translation in Time-Series Databases 1995 VLDB 0.00025758421
368 An Array-Based Algorithm for Simultaneous Multidimensional Aggregates 1997 SIGMOD 0.00025508459
475 Bottom-Up Computation of Sparse and Iceberg CUBEs 1999 SIGMOD 0.00022238407
617 On Computing Correlated Aggregates Over Continual Data Streams 2001 SIGMOD 0.00019048986
1,001 Intelligent Rollups in Multidimensional OLAP Data 2001 VLDB 0.00014709145
1,335 Querying Shapes of Histories 1995 VLDB 0.00012539188
1,967 Efficient Computation of Iceberg Cubes with Complex Measures 2001 SIGMOD 9.9108189e-05
3,796 Identifying Representative Trends in Massive Time Series Data Sets Using Sketches 2000 VLDB 6.7554597e-05
5,204 Mining Multi-Dimensional Constrained Gradients in Data Cubes 2001 VLDB 5.6278547e-05
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