Identifying Similarities, Periodicities and Bursts for Online Search Queries
Summary: From MSN query logs, builds per-query daily demand time series and uses Fourier-based similarity with energy of omitted components, indexed by a metric-tree. Identifies periodicities and bursts, enables query-by-burst, and offers an interactive time-series discovery tool. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
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Incoming Citations (Sorted by Pagerank)
Showing 8 of 8 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 1,501 | P-Store: An Elastic Database System with Predictive Provisioning | 2018 | SIGMOD | 0.00011664869 |
| 1,786 | Fast Approximate Correlation for Massive Time-series Data | 2010 | SIGMOD | 0.00010558719 |
| 2,116 | On the Spatiotemporal Burstiness of Terms | 2012 | VLDB | 9.5180761e-05 |
| 2,427 | Optimal Multi-scale Patterns in Time Series Streams | 2006 | SIGMOD | 8.8370658e-05 |
| 4,113 | RobustPeriod: Robust Time-Frequency Mining for Multiple Periodicity Detection | 2021 | SIGMOD | 6.4420064e-05 |
| 4,391 | Parameter Free Bursty Events Detection in Text Streams | 2005 | VLDB | 6.2271327e-05 |
| 6,131 | Fast Data in the Era of Big Data: Twitter's Real-Time Related Query Suggestion Architecture | 2013 | SIGMOD | 5.1956688e-05 |
| 12,037 | STEM: A Spatio-TEmporal Miner for Bursty Activity | 2013 | SIGMOD | 4.1945683e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 7 of 7 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 6 | The R*-tree: An Efficient and Robust Access Method for Points and Rectangles | 1990 | SIGMOD | 0.0016162015 |
| 91 | M-tree: An Efficient Access Method for Similarity Search in Metric Spaces | 1997 | VLDB | 0.0005181666 |
| 243 | Locally Adaptive Dimensionality Reduction for Indexing Large Time Series Databases | 2001 | SIGMOD | 0.00031074984 |
| 575 | Distance-Based Indexing For High-Dimensional Metric Spaces | 1997 | SIGMOD | 0.00019882723 |
| 699 | Exact Indexing of Dynamic Time Warping | 2002 | VLDB | 0.00018015254 |
| 708 | Near Neighbor Search in Large Metric Spaces | 1995 | VLDB | 0.00017772684 |
| 1,293 | Content-Based Image Indexing | 1994 | VLDB | 0.00012783639 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 5,245 | Fast and Scalable Mining of Time Series Motifs with Probabilistic Guarantees | 2022 | VLDB | 5.6067361e-05 |
| 10,884 | Representative Time Series Discovery for Data Exploration | 2025 | VLDB | 4.1945683e-05 |
| 65 | Fast Subsequence Matching in Time-Series Databases | 1994 | SIGMOD | 0.00062029383 |
| 1,161 | Querying and Mining of Time Series Data: Experimental Comparison of Representations and Distance Measures | 2008 | VLDB | 0.00013585236 |
| 9,920 | Mining and Forecasting of Big Time-series Data | 2015 | SIGMOD | 4.2561557e-05 |
| 3,338 | Fast Time-Series Searching with Scaling and Shifting | 1999 | PODS | 7.2040692e-05 |
| 362 | Fast Similarity Search in the Presence of Noise, Scaling, and Translation in Time-Series Databases | 1995 | VLDB | 0.00025770385 |
| 7,246 | Finding Relevant Patterns in Bursty Sequences | 2008 | VLDB | 4.790704e-05 |
| 2,116 | On the Spatiotemporal Burstiness of Terms | 2012 | VLDB | 9.5180761e-05 |
| 997 | Similarity-Based Queries for Time Series Data | 1997 | SIGMOD | 0.00014739219 |