Machine Learning Meets Big Spatial Data

Summary: Tutorial surveying the intersection of ML and big spatial data, focusing on scalable analytics for large spatial workloads. Covers data analysis, deep learning, statistical inference, plus spatial feature extraction and sampling, with open problems. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 11918
Venue: VLDB
Year: 2019
Pagerank: 4.4473392e-05
Overall Rank: 8,784 | 38.96%
DOI: 10.14778/3352063.3352115

Incoming Non-self Citations Over Time

Authors

1. Ibrahim Sabek
2. Mohamed F. Mokbel

Incoming Citations (Sorted by Pagerank)

Showing 5 of 5 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
3,466	AI Meets Database: AI4DB and DB4AI	2021	SIGMOD	7.0645718e-05
5,787	Machine Learning for Databases	2021	VLDB	5.3256401e-05
8,287	QARTA: An ML-based System for Accurate Map Services	2021	VLDB	4.5392079e-05
9,487	Spatial Query Optimization With Learning	2024	VLDB	4.3300131e-05
11,516	A Demonstration of QARTA: An ML-based System for Accurate Map Services	2021	VLDB	4.1905499e-05

Outgoing Citations (Sorted by Pagerank)

Showing 19 of 19 cited papers.

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

Rank	Cited Paper	Year	Venue	Pagerank
27	Efficient and Effective Clustering Methods for Spatial Data Mining	1994	VLDB	0.00080846213
33	BIRCH: An Efficient Data Clustering Method for Very Large Databases	1996	SIGMOD	0.00077399244
139	The MADlib Analytics Library or MAD Skills, the SQL	2012	VLDB	0.00042320525
192	HoloClean: Holistic Data Repairs with Probabilistic Inference	2017	VLDB	0.00035692958
668	Incremental Knowledge Base Construction Using DeepDive	2015	VLDB	0.00018428925
1,015	Tuffy: Scaling up Statistical Inference in Markov Logic Networks using an RDBMS	2011	VLDB	0.00014630577
1,083	STING : A Statistical Information Grid Approach to Spatial Data Mining	1997	VLDB	0.00014181803
1,165	Simulation of Database-Valued Markov Chains Using SimSQL	2013	SIGMOD	0.00013567206
1,301	Simba: Efficient In-Memory Spatial Analytics	2016	SIGMOD	0.00012702767
1,534	Data Management in Machine Learning: Challenges, Techniques, and Systems	2017	SIGMOD	0.00011462072
2,815	Efficient Spatial Sampling of Large Geographical Tables	2012	SIGMOD	8.0773367e-05
3,680	Efficient Selection of Geospatial Data on Maps for Interactive and Visualized Exploration	2018	SIGMOD	6.845947e-05
4,032	Spatial Online Sampling and Aggregation	2016	VLDB	6.5131946e-05
4,573	Incremental View Maintenance over Array Data	2017	SIGMOD	6.0680332e-05
4,937	UlTraMan: A Unified Platform for Big Trajectory Data Management and Analytics	2018	VLDB	5.8147395e-05
9,574	GARUDA: A System for Large-Scale Mining of Statistically Significant Connected Subgraphs	2016	VLDB	4.3211191e-05
9,575	TELEIOS: A Database-Powered Virtual Earth Observatory	2012	VLDB	4.3211191e-05
11,683	Flash in Action: Scalable Spatial Data Analysis Using Markov Logic Networks	2019	VLDB	4.1905499e-05
11,724	A Demonstration of Sya: A Spatial Probabilistic Knowledge Base Construction System	2018	SIGMOD	4.1905499e-05

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7,652	Machine Learning for Cloud Data Systems: the Progress so far and the Path Forward	2021	VLDB	4.6831938e-05
9,487	Spatial Query Optimization With Learning	2024	VLDB	4.3300131e-05
2,676	Effectively Learning Spatial Indices	2020	VLDB	8.326321e-05
1,534	Data Management in Machine Learning: Challenges, Techniques, and Systems	2017	SIGMOD	0.00011462072
10,847	Machine Learning for Graph Data Management and Query Processing	2025	VLDB	4.1905499e-05
11,782	Query Processing Techniques for Big Spatial-Keyword Data	2017	SIGMOD	4.1905499e-05
2,194	How Good Are Modern Spatial Analytics Systems?	2018	VLDB	9.3268219e-05
4,913	Machine Learning for Big Data	2013	SIGMOD	5.8320287e-05
5,985	The Era of Big Spatial Data	2017	VLDB	5.2399365e-05
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