Classical and Contemporary Approaches to Big Time Series Forecasting

Summary: Tutorial surveying big time-series forecasting for data management: classical models, scalable tensor methods, and deep learning. Discusses learning from large, diverse corpora, leveraging similar series, and building scalable forecasting systems. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 5646
Venue: SIGMOD
Year: 2019
Pagerank: 6.1458665e-05
Overall Rank: 4,476 | 68.90%
DOI: 10.1145/3299869.3314033

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 4 of 4 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
3,871	MagicScaler: Uncertainty-aware, Predictive Autoscaling	2023	VLDB	6.6738199e-05
4,110	RobustPeriod: Robust Time-Frequency Mining for Multiple Periodicity Detection	2021	SIGMOD	6.4358092e-05
6,589	AutoCTS+: Joint Neural Architecture and Hyperparameter Search for Correlated Time Series Forecasting	2023	SIGMOD	4.9964862e-05
9,329	LightCTS: A Lightweight Framework for Correlated Time Series Forecasting	2023	SIGMOD	4.351469e-05

Outgoing Citations (Sorted by Pagerank)

Showing 8 of 8 cited papers.

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

Rank	Cited Paper	Year	Venue	Pagerank
783	StatStream: Statistical Monitoring of Thousands of Data Streams in Real Time	2002	VLDB	0.00016648503
1,069	Adaptive Stream Resource Management Using Kalman Filters	2004	SIGMOD	0.00014285617
2,429	Optimal Multi-scale Patterns in Time Series Streams	2006	SIGMOD	8.8285306e-05
2,893	Prediction and Indexing of Moving Objects with Unknown Motion Patterns	2004	SIGMOD	7.9547451e-05
4,892	Forecasting Big Time Series: Old and New	2018	VLDB	5.8474831e-05
5,265	Probabilistic Demand Forecasting at Scale	2017	VLDB	5.5950627e-05
5,489	Adaptive, Hands-Off Stream Mining	2003	VLDB	5.4790681e-05
12,284	Parsimonious Linear Fingerprinting for Time Series	2010	VLDB	4.1905499e-05

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6,770	Database Workload Capacity Planning using Time Series Analysis and Machine Learning	2020	SIGMOD	4.9274644e-05
3,938	SimpleTS: An Efficient and Universal Model Selection Framework for Time Series Forecasting	2023	VLDB	6.6111703e-05
5,449	Multiple Time Series Forecasting with Dynamic Graph Modeling	2024	VLDB	5.4980173e-05
10,746	Time-Series Clustering: A Comprehensive Study of Data Mining, Machine Learning, and Deep Learning Methods	2025	VLDB	4.1905499e-05
2,305	TFB: Towards Comprehensive and Fair Benchmarking of Time Series Forecasting Methods	2024	VLDB	9.0655355e-05
3,191	AutoAI-TS: AutoAI for Time Series Forecasting	2021	SIGMOD	7.4126641e-05
13,127	Fully Automated Correlated Time Series Forecasting in Minutes	2025	VLDB	-
9,919	Mining and Forecasting of Big Time-series Data	2015	SIGMOD	4.2520778e-05
4,892	Forecasting Big Time Series: Old and New	2018	VLDB	5.8474831e-05