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ST4ML: Machine Learning Oriented Spatio-Temporal Data Processing at Scale
Summary: ST4ML enables scalable ML-focused spatio-temporal analytics via a 3-stage pipeline (selection-conversion-extraction) on Spark. First ML-centric ST analytics; ST4ML yields up to 10x speedups on real data and is open-source at github.com/Panrong/st4ml.
(summarized by gpt-5-nano on Feb 09 2026)
- Paper ID
- 6590
- Venue
- SIGMOD
- Year
- 2023
- Pagerank
- 4.1945683e-05
- Overall Rank
- 11,188 | 22.17%
- DOI
-
10.1145/3588941
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Incoming Citations (Sorted by Pagerank)
Showing 0 of 0 citing papers.
| Rank |
Citing Paper |
Year |
Venue |
Pagerank |
Outgoing Citations (Sorted by Pagerank)
Showing 14 of 14 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank |
Cited Paper |
Year |
Venue |
Pagerank |
| 2 |
R-Trees: A Dynamic Index Structure For Spatial Searching |
1984 |
SIGMOD |
0.0032169493 |
| 1,261 |
Hadoop-GIS: A High Performance Spatial Data Warehousing System over MapReduce |
2013 |
VLDB |
0.00012989236 |
| 1,435 |
Simba: Efficient In-Memory Spatial Analytics |
2016 |
SIGMOD |
0.00012004456 |
| 1,776 |
Distributed Trajectory Similarity Search |
2017 |
VLDB |
0.00010593716 |
| 2,046 |
TraClass: Trajectory Classification Using Hierarchical Region-Based and Trajectory-Based Clustering |
2008 |
VLDB |
9.6920859e-05 |
| 2,189 |
How Good Are Modern Spatial Analytics Systems? |
2018 |
VLDB |
9.335684e-05 |
| 2,192 |
DITA: Distributed In-Memory Trajectory Analytics |
2018 |
SIGMOD |
9.3185895e-05 |
| 3,411 |
MDTP: A Multi-source Deep Traffic Prediction Framework over Spatio-Temporal Trajectory Data |
2021 |
VLDB |
7.1253055e-05 |
| 4,650 |
LocationSpark: A Distributed In-Memory Data Management System for Big Spatial Data |
2016 |
VLDB |
6.0234336e-05 |
| 4,916 |
UlTraMan: A Unified Platform for Big Trajectory Data Management and Analytics |
2018 |
VLDB |
5.8300787e-05 |
| 5,650 |
Trip Planning by an Integrated Search Paradigm |
2018 |
SIGMOD |
5.3911246e-05 |
| 5,741 |
A Demonstration of ST-Hadoop: A MapReduce Framework for Big Spatio-temporal Data |
2017 |
VLDB |
5.3451775e-05 |
| 7,021 |
VRE: A Versatile, Robust, and Economical Trajectory Data System |
2022 |
VLDB |
4.8581131e-05 |
| 8,709 |
Incremental Partitioning for Efficient Spatial Data Analytics |
2022 |
VLDB |
4.4638829e-05 |
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