Adaptive, Hands-Off Stream Mining

Summary: AWSOM enables hands-off, one-pass stream mining on resource-constrained sensors, adapting to arbitrary periodicities and bursts. Constant-time updates and logarithmic space support long-range pattern discovery and forecasting, outperforming tuned autoregressive models by 10× in resource use. (summarized by gpt-5.6-luna on Jul 24 2026)

Paper ID: ha42c356d53f030cb
Venue: VLDB
Year: 2003
Pagerank: 6.1508226e-05
Overall Rank: 5,390 | 63.77%
DOI: 10.1016/B978-012722442-8/50056-2

Incoming Non-self Citations Over Time

Authors

1. Spiros Papadimitriou (Carnegie Mellon University)
2. Anthony Brockwell (Carnegie Mellon University)
3. Christos Faloutsos (Carnegie Mellon University)

BibTeX Citation

@article{papadimitriou_vldb03,
        title = {{Adaptive, Hands-Off Stream Mining}},
        author = {Papadimitriou, Spiros and Brockwell, Anthony and Faloutsos, Christos},
        journal = {PVLDB},
        series = {{VLDB} '03},
        doi = {10.1016/B978-012722442-8/50056-2},
        url = {https://doi.org/10.1016/B978-012722442-8/50056-2},
        year = {2003}
}

Incoming Citations (Sorted by Pagerank)

Showing 9 of 9 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
1,278	Streaming Pattern Discovery in Multiple Time-Series	2005	VLDB	0.00011231952
3,879	RobustPeriod: Robust Time-Frequency Mining for Multiple Periodicity Detection	2021	SIGMOD	6.9511324e-05
4,272	One-Pass Wavelet Synopses for Maximum-Error Metrics	2005	VLDB	6.6925708e-05
4,520	Classical and Contemporary Approaches to Big Time Series Forecasting	2019	SIGMOD	6.5628257e-05
4,662	Time Series Compressibility and Privacy	2007	VLDB	6.4812985e-05
5,266	Forecasting Big Time Series: Old and New	2018	VLDB	6.2023166e-05
9,669	SHIFT-SPLIT: I/O Efficient Maintenance of Wavelet-Transformed Multidimensional Data	2005	SIGMOD	5.1453267e-05
10,239	Contour Map Matching for Event Detection in Sensor Networks	2006	SIGMOD	5.0539042e-05
10,277	Mining and Forecasting of Big Time-series Data	2015	SIGMOD	5.0485061e-05

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
171	Monitoring Streams – A New Class of Data Management Applications	2002	VLDB	0.00027011593
200	Continuously Adaptive Continuous Queries over Streams	2002	SIGMOD	0.000254553
312	Surfing Wavelets on Streams: One-Pass Summaries for Approximate Aggregate Queries	2001	VLDB	0.00021311793
566	On Computing Correlated Aggregates Over Continual Data Streams	2001	SIGMOD	0.00016295476
842	Processing Complex Aggregate Queries over Data Streams	2002	SIGMOD	0.00013540697
1,173	Wavelet Synopses with Error Guarantees	2002	SIGMOD	0.00011686985
1,666	Characterizing Memory Requirements for Queries over Continuous Data Streams	2002	PODS	9.9382031e-05
2,208	Multi-Dimensional Regression Analysis of Time-Series Data Streams	2002	VLDB	8.8382452e-05
3,702	Identifying Representative Trends in Massive Time Series Data Sets Using Sketches	2000	VLDB	7.0842822e-05
13,170	Data Mining on an OLTP System (Nearly) for Free	2000	SIGMOD	4.9793485e-05

Semantically Similar Papers

#	Overall Rank	Paper	Year	Venue
1	7,754	Uncertain Time-Series Similarity: Return to the Basics	2012	VLDB
2	7,763	OneShotSTL: One-Shot Seasonal-Trend Decomposition For Online Time Series Anomaly Detection And Forecasting	2023	VLDB
3	6,432	A Regression-Based Temporal Pattern Mining Scheme for Data Streams	2003	VLDB
4	10,277	Mining and Forecasting of Big Time-series Data	2015	SIGMOD
5	11,668	Weakly Guided Adaptation for Robust Time Series Forecasting	2024	VLDB
6	5,102	Efficient Temporal Pattern Mining in Big Time Series Using Mutual Information	2022	VLDB
7	6,073	AutoTSAD: Unsupervised Holistic Anomaly Detection for Time Series Data	2024	VLDB
8	2,497	Optimal Multi-scale Patterns in Time Series Streams	2006	SIGMOD
9	13,640	Fully Automated Correlated Time Series Forecasting in Minutes	2025	VLDB
10	13,068	Indexing and Mining Streams	2004	SIGMOD