Forecasting Big Time Series: Old and New

Summary: Tutorial surveying large-scale time-series forecasting across classical models, scalable tensor methods, and deep learning. Emphasizes leveraging similar series, big-data challenges, and practical lessons from building scalable forecasting systems, with technical details. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 11721
Venue: VLDB
Year: 2018
Pagerank: 5.8531064e-05
Overall Rank: 4,888 | 66.00%
DOI: 10.14778/3229863.3229878

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 6 of 6 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
4,476	Classical and Contemporary Approaches to Big Time Series Forecasting	2019	SIGMOD	6.1517903e-05
8,744	A Multi-Scale Decomposition MLP-Mixer for Time Series Analysis	2024	VLDB	4.456315e-05
8,985	TSM-Bench: Benchmarking Time Series Database Systems for Monitoring Applications	2023	VLDB	4.4156106e-05
10,128	WaveStitch: Flexible and Fast Conditional Time Series Generation With Diffusion Models	2026	SIGMOD	4.1945683e-05
11,077	A Flexible Forecasting Stack	2024	VLDB	4.1945683e-05
11,144	Weakly Guided Adaptation for Robust Time Series Forecasting	2024	VLDB	4.1945683e-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
183	Automatic Database Management System Tuning Through Large-scale Machine Learning	2017	SIGMOD	0.00036721403
716	Query-based Workload Forecasting for Self-Driving Database Management Systems	2018	SIGMOD	0.00017723171
785	StatStream: Statistical Monitoring of Thousands of Data Streams in Real Time	2002	VLDB	0.00016664156
2,427	Optimal Multi-scale Patterns in Time Series Streams	2006	SIGMOD	8.8370658e-05
2,889	Prediction and Indexing of Moving Objects with Unknown Motion Patterns	2004	SIGMOD	7.9587247e-05
5,257	Probabilistic Demand Forecasting at Scale	2017	VLDB	5.6003925e-05
5,481	Adaptive, Hands-Off Stream Mining	2003	VLDB	5.4843702e-05
12,276	Parsimonious Linear Fingerprinting for Time Series	2010	VLDB	4.1945683e-05

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Overall Rank	Paper	Year	Venue	Pagerank
13,115	A Memory Guided Transformer for Time Series Forecasting	2025	VLDB	-
3,934	SimpleTS: An Efficient and Universal Model Selection Framework for Time Series Forecasting	2023	VLDB	6.6175631e-05
6,768	Database Workload Capacity Planning using Time Series Analysis and Machine Learning	2020	SIGMOD	4.9321997e-05
5,438	Multiple Time Series Forecasting with Dynamic Graph Modeling	2024	VLDB	5.5033018e-05
2,298	TFB: Towards Comprehensive and Fair Benchmarking of Time Series Forecasting Methods	2024	VLDB	9.0742746e-05
10,739	Time-Series Clustering: A Comprehensive Study of Data Mining, Machine Learning, and Deep Learning Methods	2025	VLDB	4.1945683e-05
3,184	AutoAI-TS: AutoAI for Time Series Forecasting	2021	SIGMOD	7.4198086e-05
13,113	Fully Automated Correlated Time Series Forecasting in Minutes	2025	VLDB	-
9,920	Mining and Forecasting of Big Time-series Data	2015	SIGMOD	4.2561557e-05
4,476	Classical and Contemporary Approaches to Big Time Series Forecasting	2019	SIGMOD	6.1517903e-05