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: 11917
Venue: VLDB
Year: 2019
Pagerank: 4.4509194e-05
Overall Rank: 8,789 | 38.86%
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
3,473	AI Meets Database: AI4DB and DB4AI	2021	SIGMOD	7.062864e-05
5,861	Machine Learning for Databases	2021	VLDB	5.298883e-05
8,294	QARTA: An ML-based System for Accurate Map Services	2021	VLDB	4.5435639e-05
9,485	Spatial Query Optimization With Learning	2024	VLDB	4.3341665e-05
11,512	A Demonstration of QARTA: An ML-based System for Accurate Map Services	2021	VLDB	4.1945683e-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	0.00080736878
33	BIRCH: An Efficient Data Clustering Method for Very Large Databases	1996	SIGMOD	0.00077324389
140	The MADlib Analytics Library or MAD Skills, the SQL	2012	VLDB	0.00042270404
192	HoloClean: Holistic Data Repairs with Probabilistic Inference	2017	VLDB	0.00035728858
667	Incremental Knowledge Base Construction Using DeepDive	2015	VLDB	0.00018440557
1,014	Tuffy: Scaling up Statistical Inference in Markov Logic Networks using an RDBMS	2011	VLDB	0.00014640258
1,097	STING : A Statistical Information Grid Approach to Spatial Data Mining	1997	VLDB	0.00014119975
1,158	Simulation of Database-Valued Markov Chains Using SimSQL	2013	SIGMOD	0.0001361064
1,435	Simba: Efficient In-Memory Spatial Analytics	2016	SIGMOD	0.00012004456
1,532	Data Management in Machine Learning: Challenges, Techniques, and Systems	2017	SIGMOD	0.00011472681
2,981	Efficient Spatial Sampling of Large Geographical Tables	2012	SIGMOD	7.7809306e-05
3,919	Efficient Selection of Geospatial Data on Maps for Interactive and Visualized Exploration	2018	SIGMOD	6.631077e-05
4,029	Spatial Online Sampling and Aggregation	2016	VLDB	6.51315e-05
4,574	Incremental View Maintenance over Array Data	2017	SIGMOD	6.0738556e-05
4,916	UlTraMan: A Unified Platform for Big Trajectory Data Management and Analytics	2018	VLDB	5.8300787e-05
9,575	GARUDA: A System for Large-Scale Mining of Statistically Significant Connected Subgraphs	2016	VLDB	4.325244e-05
9,576	TELEIOS: A Database-Powered Virtual Earth Observatory	2012	VLDB	4.325244e-05
11,678	Flash in Action: Scalable Spatial Data Analysis Using Markov Logic Networks	2019	VLDB	4.1945683e-05
11,718	A Demonstration of Sya: A Spatial Probabilistic Knowledge Base Construction System	2018	SIGMOD	4.1945683e-05

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Overall Rank	Paper	Year	Venue	Pagerank
7,655	Machine Learning for Cloud Data Systems: the Progress so far and the Path Forward	2021	VLDB	4.6872456e-05
9,485	Spatial Query Optimization With Learning	2024	VLDB	4.3341665e-05
2,678	Effectively Learning Spatial Indices	2020	VLDB	8.3252088e-05
1,532	Data Management in Machine Learning: Challenges, Techniques, and Systems	2017	SIGMOD	0.00011472681
10,843	Machine Learning for Graph Data Management and Query Processing	2025	VLDB	4.1945683e-05
11,774	Query Processing Techniques for Big Spatial-Keyword Data	2017	SIGMOD	4.1945683e-05
2,189	How Good Are Modern Spatial Analytics Systems?	2018	VLDB	9.335684e-05
4,906	Machine Learning for Big Data	2013	SIGMOD	5.8389053e-05
5,980	The Era of Big Spatial Data	2017	VLDB	5.2449608e-05
10,835	Large Language Models for Spatial Analysis Queries	2025	VLDB	4.1945683e-05