Forecasting High-Dimensional Data
Summary: Forecasting high-dimensional data by forecasting a subset and predicting the rest with correlation models. Evaluates independence- and sample-based models, showing gains when correlations are fully captured; deployed in Yahoo's display system. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Deepak Agarwal (Yahoo)
- 2. Datong Chen (Yahoo)
- 3. Long-ji Lin (Yahoo)
- 4. Jayavel Shanmugasundaram (Yahoo)
- 5. Erik Vee (Yahoo)
BibTeX Citation
@inproceedings{agarwal_sigmod10,
title = {{Forecasting High-Dimensional Data}},
author = {Agarwal, Deepak and Chen, Datong and Lin, Long-ji and Shanmugasundaram, Jayavel and Vee, Erik},
series = {{SIGMOD} '10},
booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
publisher = {Association for Computing Machinery},
doi = {10.1145/1807167.1807277},
url = {https://dl.acm.org/doi/10.1145/1807167.1807277},
year = {2010}
}
Incoming Citations (Sorted by Pagerank)
Showing 1 of 1 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 11,736 | FlashP: An Analytical Pipeline for Real-time Forecasting of Time-Series Relational Data | 2021 | VLDB | 5.093636e-05 |
Previous
Page 1 / 1
Next
Outgoing Citations (Sorted by Pagerank)
Showing 1 of 1 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 104 | Improved Query Performance with Variant Indexes | 1997 | SIGMOD | 0.00033932213 |
Previous
Page 1 / 1
Next
Semantically Similar Papers
| # | Overall Rank | Paper | Year | Venue |
|---|---|---|---|---|
| 1 | 11,609 | High-dimensional Data Cubes | 2022 | VLDB |
| 2 | 2,171 | Multi-Dimensional Regression Analysis of Time-Series Data Streams | 2002 | VLDB |
| 3 | 8,925 | Multivariate Correlations Discovery in Static and Streaming Data | 2022 | VLDB |
| 4 | 3,493 | Processing Forecasting Queries | 2007 | VLDB |
| 5 | 692 | Independence is Good: Dependency-Based Histogram Synopses for High-Dimensional Data | 2001 | SIGMOD |
| 6 | 13,320 | A Memory Guided Transformer for Time Series Forecasting | 2025 | VLDB |
| 7 | 1,833 | Finding Generalized Projected Clusters in High Dimensional Spaces | 2000 | SIGMOD |
| 8 | 5,158 | Forecasting Big Time Series: Old and New | 2018 | VLDB |
| 9 | 4,424 | Classical and Contemporary Approaches to Big Time Series Forecasting | 2019 | SIGMOD |
| 10 | 13,318 | Fully Automated Correlated Time Series Forecasting in Minutes | 2025 | VLDB |