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Locality-Sensitive Hashing for Earthquake Detection: A Case Study of Scaling Data-Driven Science

Summary: LSH-based similarity search on seismic time series for earthquake detection; case study on scaling from a single station to multi-station, multi-year workloads. End-to-end optimizations yield >100x speedup, enabling discovery of 597 earthquakes near Diablo Canyon and 6,123 in New Zealand. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
11652
Venue
VLDB
Year
2018
Pagerank
8.3849568e-05
Overall Rank
2,644 | 81.63%
DOI
10.14778/3236187.3236214

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 10 of 10 citing papers.

Rank Citing Paper Year Venue Pagerank
2,160 PM-LSH: A Fast and Accurate LSH Framework for High-Dimensional Approximate NN Search 2020 VLDB 9.4037759e-05
2,282 Mind the Gap: An Experimental Evaluation of Imputation of Missing Values Techniques in Time Series 2020 VLDB 9.1173974e-05
2,434 iDEC: Indexable Distance Estimating Codes for Approximate Nearest Neighbor Search 2020 VLDB 8.8225986e-05
4,854 Debunking Four Long-Standing Misconceptions of Time-Series Distance Measures 2020 SIGMOD 5.8707943e-05
5,248 Fast and Scalable Mining of Time Series Motifs with Probabilistic Guarantees 2022 VLDB 5.6013482e-05
8,991 TSM-Bench: Benchmarking Time Series Database Systems for Monitoring Applications 2023 VLDB 4.4113784e-05
10,686 MOMENTI: Scalable Motif Mining in Multidimensional Time Series 2025 VLDB 4.1905499e-05
11,112 SEER: An End-to-End Toolkit for Benchmarking Time Series Database Systems in Monitoring Applications 2024 VLDB 4.1905499e-05
11,342 Scalable Time Series Compound Infrastructure 2022 SIGMOD 4.1905499e-05
11,415 ONe Index for All Kernels (ONIAK): A Zero Re-Indexing LSH Solution to ANNS-ALT (After Linear Transformation) 2022 VLDB 4.1905499e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 10 of 10 cited papers.

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

Rank Cited Paper Year Venue Pagerank
34 Similarity Search in High Dimensions via Hashing 1999 VLDB 0.00076824554
399 Multi-Probe LSH: Efficient Indexing for High-Dimensional Similarity Search 2007 VLDB 0.00024359304
537 Fast Time Sequence Indexing for Arbitrary L_p Norms 2000 VLDB 0.00020650291
1,164 Querying and Mining of Time Series Data: Experimental Comparison of Representations and Distance Measures 2008 VLDB 0.00013572951
1,396 Can We Beat the Prefix Filtering? An Adaptive Framework for Similarity Join and Search 2012 SIGMOD 0.00012215253
2,872 Streaming Similarity Search over one Billion Tweets using Parallel Locality-Sensitive Hashing 2013 VLDB 7.9797548e-05
3,209 An Empirical Evaluation of Set Similarity Join Techniques 2016 VLDB 7.3793885e-05
3,294 Spatio-Textual Similarity Joins 2013 VLDB 7.2590482e-05
6,785 Searching Web Data using MinHash LSH 2016 SIGMOD 4.9211668e-05
7,210 Set-based Similarity Search for Time Series 2016 SIGMOD 4.7949775e-05
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Overall Rank Paper Year Venue Pagerank
8,932 Sketching via Hashing: From Heavy Hitters to Compressive Sensing to Sparse Fourier Transform 2013 PODS 4.4229886e-05
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6,375 DET-LSH: A Locality-Sensitive Hashing Scheme with Dynamic Encoding Tree for Approximate Nearest Neighbor Search 2024 VLDB 5.0868008e-05
8,635 Bidirectionally Densifying LSH Sketches with Empty Bins 2021 SIGMOD 4.4758632e-05
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9,267 MQH: Locality Sensitive Hashing on Multi-level Quantization Errors for Point-to-Hyperplane Distances 2023 VLDB 4.3647353e-05
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579 Locality-Sensitive Hashing Scheme Based on Dynamic Collision Counting 2012 SIGMOD 0.0001982328
3,019 DSH: Data Sensitive Hashing for High-Dimensional k-NN Search 2014 SIGMOD 7.699097e-05
5,248 Fast and Scalable Mining of Time Series Motifs with Probabilistic Guarantees 2022 VLDB 5.6013482e-05