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Odyssey: A Journey in the Land of Distributed Data Series Similarity Search
Summary: Odyssey is a distributed data-series processing framework that leverages multi-core servers to achieve high scalability and strong speedups. It introduces a distributed index with lightweight scheduling and load‑balancing (avoiding bulk data movement) plus tunable partial replication to trade data scalability against query performance.
(summarized by gpt-5-mini on Feb 09 2026)
- Paper ID
- 12984
- Venue
- VLDB
- Year
- 2023
- Pagerank
- 4.3693005e-05
- Overall Rank
- 9,208 | 36.01%
- DOI
-
10.14778/3579075.3579087
Incoming Non-self Citations Over Time
Incoming Citations (Sorted by Pagerank)
Showing 10 of 10 citing papers.
| Rank |
Citing Paper |
Year |
Venue |
Pagerank |
| 3,403 |
ELPIS: Graph-Based Similarity Search for Scalable Data Science |
2023 |
VLDB |
7.1338786e-05 |
| 4,622 |
Graph-Based Vector Search: An Experimental Evaluation of the State-of-the-Art |
2025 |
SIGMOD |
6.0356382e-05 |
| 6,375 |
DET-LSH: A Locality-Sensitive Hashing Scheme with Dynamic Encoding Tree for Approximate Nearest Neighbor Search |
2024 |
VLDB |
5.0868008e-05 |
| 7,090 |
Dumpy: A Compact and Adaptive Index for Large Data Series Collections |
2023 |
SIGMOD |
4.8318862e-05 |
| 7,307 |
Steiner-Hardness: A Query Hardness Measure for Graph-Based ANN Indexes |
2024 |
VLDB |
4.7623207e-05 |
| 7,848 |
Subspace Collision: An Efficient and Accurate Framework for High-dimensional Approximate Nearest Neighbor Search |
2025 |
SIGMOD |
4.6323445e-05 |
| 9,233 |
LeaFi: Data Series Indexes on Steroids with Learned Filters |
2025 |
SIGMOD |
4.3648789e-05 |
| 9,296 |
DARTH: Declarative Recall Through Early Termination for Approximate Nearest Neighbor Search |
2026 |
SIGMOD |
4.3577746e-05 |
| 9,821 |
DIDS: Double Indices and Double Summarizations for Fast Similarity Search |
2024 |
VLDB |
4.2716118e-05 |
| 10,837 |
Cardinality Estimation for Similarity Search on High-Dimensional Data Objects: The Impact of Reference Objects |
2025 |
VLDB |
4.1905499e-05 |
Outgoing Citations (Sorted by Pagerank)
Showing 17 of 17 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank |
Cited Paper |
Year |
Venue |
Pagerank |
| 24 |
The R+-Tree: A Dynamic Index For Multi-Dimensional Objects |
1987 |
VLDB |
0.00083300888 |
| 65 |
Fast Subsequence Matching in Time-Series Databases |
1994 |
SIGMOD |
0.00061977022 |
| 211 |
Gorilla: A Fast, Scalable, In-Memory Time Series Database |
2015 |
VLDB |
0.0003401421 |
| 243 |
Locally Adaptive Dimensionality Reduction for Indexing Large Time Series Databases |
2001 |
SIGMOD |
0.00031052437 |
| 1,157 |
A Data-adaptive and Dynamic Segmentation Index for Whole Matching on Time Series |
2013 |
VLDB |
0.00013600695 |
| 1,925 |
Apache IoTDB: Time-series Database for Internet of Things |
2020 |
VLDB |
0.00010073156 |
| 2,646 |
Series2Graph: Graph-based Subsequence Anomaly Detection for Time Series |
2020 |
VLDB |
8.3751681e-05 |
| 3,199 |
Return of the Lernaean Hydra: Experimental Evaluation of Data Series Approximate Similarity Search |
2020 |
VLDB |
7.3999833e-05 |
| 3,403 |
ELPIS: Graph-Based Similarity Search for Scalable Data Science |
2023 |
VLDB |
7.1338786e-05 |
| 3,544 |
Scalable, Variable-Length Similarity Search in Data Series: The ULISSE Approach |
2018 |
VLDB |
6.98759e-05 |
| 3,629 |
The Lernaean Hydra of Data Series Similarity Search: An Experimental Evaluation of the State of the Art |
2019 |
VLDB |
6.8997167e-05 |
| 4,193 |
New Trends in High-D Vector Similarity Search: AI-driven, Progressive, and Distributed |
2021 |
VLDB |
6.3657766e-05 |
| 4,524 |
Data Series Progressive Similarity Search with Probabilistic Quality Guarantees |
2020 |
SIGMOD |
6.1091797e-05 |
| 4,751 |
Indexing for Interactive Exploration of Big Data Series |
2014 |
SIGMOD |
5.9411478e-05 |
| 5,747 |
Hercules Against Data Series Similarity Search |
2022 |
VLDB |
5.3427166e-05 |
| 7,090 |
Dumpy: A Compact and Adaptive Index for Large Data Series Collections |
2023 |
SIGMOD |
4.8318862e-05 |
| 9,254 |
iEDeaL: A Deep Learning Framework for Detecting Highly Imbalanced Interictal Epileptiform Discharges |
2023 |
VLDB |
4.3648789e-05 |
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| Overall Rank |
Paper |
Year |
Venue |
Pagerank |
| 3,806 |
Distributing a Search Tree Among a Growing Number of Processors |
1994 |
SIGMOD |
6.7461245e-05 |
| 1,749 |
Distributed Trajectory Similarity Search |
2017 |
VLDB |
0.00010684148 |
| 4,751 |
Indexing for Interactive Exploration of Big Data Series |
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SIGMOD |
5.9411478e-05 |
| 9,173 |
Similarity Query Processing Using Disk Arrays |
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SIGMOD |
4.3807204e-05 |
| 3,629 |
The Lernaean Hydra of Data Series Similarity Search: An Experimental Evaluation of the State of the Art |
2019 |
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| 3,544 |
Scalable, Variable-Length Similarity Search in Data Series: The ULISSE Approach |
2018 |
VLDB |
6.98759e-05 |
| 5,747 |
Hercules Against Data Series Similarity Search |
2022 |
VLDB |
5.3427166e-05 |
| 3,199 |
Return of the Lernaean Hydra: Experimental Evaluation of Data Series Approximate Similarity Search |
2020 |
VLDB |
7.3999833e-05 |
| 9,334 |
Odyssey: An Engine Enabling The Time-Series Clustering Journey |
2023 |
VLDB |
4.351469e-05 |
| 12,063 |
ODYS: An Approach to Building a Massively-Parallel Search Engine Using a DB-IR Tightly-Integrated Parallel DBMS for Higher-Level Functionality |
2013 |
SIGMOD |
4.1905499e-05 |