Mining and Forecasting of Big Time-series Data

Summary: Concise tutorial on mining and forecasting big time-series, covering similarity search, pattern discovery, linear/nonlinear modeling, forecasting, and tensor analysis. Emphasizes automatic mining (no parameter tuning) with intuition and practical case studies for scalable data management. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 5025
Venue: SIGMOD
Year: 2015
Pagerank: 5.1643809e-05
Overall Rank: 10,069 | 30.92%
DOI: 10.1145/2723372.2731081

Incoming Non-self Citations Over Time

Authors

1. Yasushi Sakurai (Kumamoto University)
2. Yasuko Matsubara (Kumamoto University)
3. Christos Faloutsos (Carnegie Mellon University)

BibTeX Citation

@inproceedings{sakurai_sigmod15,
        title = {{Mining and Forecasting of Big Time-series Data}},
        author = {Sakurai, Yasushi and Matsubara, Yasuko and Faloutsos, Christos},
        series = {{SIGMOD} '15},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/2723372.2731081},
        url = {https://dl.acm.org/doi/10.1145/2723372.2731081},
        year = {2015}
}

Incoming Citations (Sorted by Pagerank)

Showing 1 of 1 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
10,923	Improving Time Series Data Compression in Apache IoTDB	2025	VLDB	5.093636e-05

Outgoing Citations (Sorted by Pagerank)

Showing 12 of 12 cited papers.

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

Rank	Cited Paper	Year	Venue	Pagerank
483	FastMap: A Fast Algorithm for Indexing, Data-Mining and Visualization of Traditional and Multimedia Datasets	1995	SIGMOD	0.00017756569
668	StatStream: Statistical Monitoring of Thousands of Data Streams in Real Time	2002	VLDB	0.00015166017
891	Adaptive Stream Resource Management Using Kalman Filters	2004	SIGMOD	0.00013382575
1,252	Streaming Pattern Discovery in Multiple Time-Series	2005	VLDB	0.00011483752
2,441	Optimal Multi-scale Patterns in Time Series Streams	2006	SIGMOD	8.5779023e-05
3,267	FTW: Fast Similarity Search under the Time Warping Distance	2005	PODS	7.5816553e-05
3,391	BRAID: Stream Mining through Group Lag Correlations	2005	SIGMOD	7.4518238e-05
3,394	Prediction and Indexing of Moving Objects with Unknown Motion Patterns	2004	SIGMOD	7.4500025e-05
3,399	Finding Semantics in Time Series	2011	SIGMOD	7.4466526e-05
4,379	AutoPlait: Automatic Mining of Co-evolving Time Sequences	2014	SIGMOD	6.735265e-05
5,272	Adaptive, Hands-Off Stream Mining	2003	VLDB	6.2899363e-05
12,471	Parsimonious Linear Fingerprinting for Time Series	2010	VLDB	5.093636e-05

Semantically Similar Papers

#	Overall Rank	Paper	Year	Venue
1	7,608	Uncertain Time-Series Similarity: Return to the Basics	2012	VLDB
2	2,928	A Decade of Progress in Indexing and Mining Large Time Series Databases	2006	VLDB
3	8,229	Mining Approximate Top-K Subspace Anomalies in Multi-Dimensional Time-Series Data	2007	VLDB
4	12,471	Parsimonious Linear Fingerprinting for Time Series	2010	VLDB
5	5,043	Efficient Temporal Pattern Mining in Big Time Series Using Mutual Information	2022	VLDB
6	10,978	Time-Series Clustering: A Comprehensive Study of Data Mining, Machine Learning, and Deep Learning Methods	2025	VLDB
7	4,424	Classical and Contemporary Approaches to Big Time Series Forecasting	2019	SIGMOD
8	12,778	Indexing and Mining Streams	2004	SIGMOD
9	6,959	Time Series Data Mining: A Unifying View	2023	VLDB
10	5,158	Forecasting Big Time Series: Old and New	2018	VLDB