UlTraMan: A Unified Platform for Big Trajectory Data Management and Analytics

Summary: UlTraMan provides a platform for trajectory data management and analytics, avoiding heterogeneous systems. It extends Spark with a built-in key-value store and reworks MapReduce for random access, enabling retrieval, aggregation, and pattern mining. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 11784
Venue: VLDB
Year: 2018
Pagerank: 5.8147395e-05
Overall Rank: 4,937 | 65.69%
DOI: 10.14778/3192965.3192970

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 9 of 9 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
5,873	Fast Large-Scale Trajectory Clustering	2020	VLDB	5.2897929e-05
7,022	VRE: A Versatile, Robust, and Economical Trajectory Data System	2022	VLDB	4.8534529e-05
8,784	Machine Learning Meets Big Spatial Data	2019	VLDB	4.4473392e-05
9,478	Adda: Towards Efficient in-Database Feature Generation via LLM-based Agents	2025	SIGMOD	4.3300131e-05
9,495	Spatial Data Quality in the IoT Era: Management and Exploitation	2022	SIGMOD	4.3300131e-05
10,585	Mining Platoon Patterns from Traffic Videos	2025	VLDB	4.1905499e-05
10,871	T-Assess: An Efficient Data Quality Assessment System Tailored for Trajectory Data	2025	VLDB	4.1905499e-05
11,190	ST4ML: Machine Learning Oriented Spatio-Temporal Data Processing at Scale	2023	SIGMOD	4.1905499e-05
11,691	The Maximum Trajectory Coverage Query in Spatial Databases	2019	VLDB	4.1905499e-05

Outgoing Citations (Sorted by Pagerank)

Showing 11 of 11 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	0.0032118946
66	Spark SQL: Relational Data Processing in Spark	2015	SIGMOD	0.00061707583
628	Indexing the Positions of Continuously Moving Objects	2000	SIGMOD	0.00018957327
1,127	Trajectory Clustering: A Partition-and-Group Framework	2007	SIGMOD	0.00013801775
1,301	Simba: Efficient In-Memory Spatial Analytics	2016	SIGMOD	0.00012702767
1,704	Swarm: Mining Relaxed Temporal Moving Object Clusters	2010	VLDB	0.00010814313
1,741	Discovery of Convoys in Trajectory Databases	2008	VLDB	0.00010696301
2,558	Novel Approaches to the Indexing of Moving Object Trajectories	2000	VLDB	8.5441554e-05
3,335	SnappyData: A Unified Cluster for Streaming, Transactions, and Interactive Analytics	2017	CIDR	7.2023806e-05
4,111	Searching Trajectories by Locations - An Efficiency Study	2010	SIGMOD	6.4354586e-05
4,623	A General and Parallel Platform for Mining Co-Movement Patterns over Large-scale Trajectories	2017	VLDB	6.0352004e-05

Semantically Similar Papers

Overall Rank	Paper	Year	Venue	Pagerank
6,420	A Deep Generative Model for Trajectory Modeling and Utilization	2023	VLDB	5.0621949e-05
9,453	TRACE: Real-time Compression of Streaming Trajectories in Road Networks	2021	VLDB	4.3363262e-05
3,321	Trajectory Simplification: An Experimental Study and Quality Analysis	2018	VLDB	7.2212455e-05
11,691	The Maximum Trajectory Coverage Query in Spatial Databases	2019	VLDB	4.1905499e-05
4,646	LocationSpark: A Distributed In-Memory Data Management System for Big Spatial Data	2016	VLDB	6.0176549e-05
4,623	A General and Parallel Platform for Mining Co-Movement Patterns over Large-scale Trajectories	2017	VLDB	6.0352004e-05
2,198	DITA: Distributed In-Memory Trajectory Analytics	2018	SIGMOD	9.3096071e-05
11,722	DITA: A Distributed In-Memory Trajectory Analytics System	2018	SIGMOD	4.1905499e-05
1,749	Distributed Trajectory Similarity Search	2017	VLDB	0.00010684148
6,013	Ratel: Interactive Analytics for Large Scale Trajectories	2019	SIGMOD	5.2365238e-05