Performance comparison of point and spatial access methods
SSD '90 Proceedings of the first symposium on Design and implementation of large spatial databases
Network flows: theory, algorithms, and applications
Network flows: theory, algorithms, and applications
The SEQUOIA 2000 storage benchmark
SIGMOD '93 Proceedings of the 1993 ACM SIGMOD international conference on Management of data
Guidelines for presentation and comparison of indexing techniques
ACM SIGMOD Record
Generating spatiotemporal datasets on the WWW
ACM SIGMOD Record
R-trees: a dynamic index structure for spatial searching
SIGMOD '84 Proceedings of the 1984 ACM SIGMOD international conference on Management of data
Benchmarking Spatial Joins À La Carte
SSDBM '98 Proceedings of the 10th International Conference on Scientific and Statistical Database Management
On the Generation of Spatiotemporal Datasets
SSD '99 Proceedings of the 6th International Symposium on Advances in Spatial Databases
Research Issues in Spatio-temporal Database Systems
SSD '99 Proceedings of the 6th International Symposium on Advances in Spatial Databases
Requirements of Traffic Telematics to Spatial Databases
SSD '99 Proceedings of the 6th International Symposium on Advances in Spatial Databases
Oporto: A Realistic Scenario Generator for Moving Objects
DEXA '99 Proceedings of the 10th International Workshop on Database & Expert Systems Applications
On the Generation of Time-Evolving Regional Data
Geoinformatica
Nearest neighbor queries in road networks
GIS '03 Proceedings of the 11th ACM international symposium on Advances in geographic information systems
Analysis of predictive spatio-temporal queries
ACM Transactions on Database Systems (TODS)
Querying about the Past, the Present, and the Future in Spatio-Temporal Databases
ICDE '04 Proceedings of the 20th International Conference on Data Engineering
Clustering objects on a spatial network
SIGMOD '04 Proceedings of the 2004 ACM SIGMOD international conference on Management of data
SINA: scalable incremental processing of continuous queries in spatio-temporal databases
SIGMOD '04 Proceedings of the 2004 ACM SIGMOD international conference on Management of data
Indexing the Trajectories of Moving Objects in Networks*
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SEA-CNN: Scalable Processing of Continuous K-Nearest Neighbor Queries in Spatio-temporal Databases
ICDE '05 Proceedings of the 21st International Conference on Data Engineering
Conceptual partitioning: an efficient method for continuous nearest neighbor monitoring
Proceedings of the 2005 ACM SIGMOD international conference on Management of data
Immortal DB: transaction time support for SQL server
Proceedings of the 2005 ACM SIGMOD international conference on Management of data
Aggregate Nearest Neighbor Queries in Road Networks
IEEE Transactions on Knowledge and Data Engineering
GPAC: generic and progressive processing of mobile queries over mobile data
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A Threshold-Based Algorithm for Continuous Monitoring of k Nearest Neighbors
IEEE Transactions on Knowledge and Data Engineering
Synthetic generation of cellular network positioning data
Proceedings of the 13th annual ACM international workshop on Geographic information systems
CPOL: high-performance policy evaluation
Proceedings of the 12th ACM conference on Computer and communications security
Indexing the past, present, and anticipated future positions of moving objects
ACM Transactions on Database Systems (TODS)
An adaptive hashing technique for indexing moving objects
Data & Knowledge Engineering
Indexing spatiotemporal archives
The VLDB Journal — The International Journal on Very Large Data Bases
Modeling and querying moving objects in networks
The VLDB Journal — The International Journal on Very Large Data Bases
Continuous nearest neighbor monitoring in road networks
VLDB '06 Proceedings of the 32nd international conference on Very large data bases
The new Casper: query processing for location services without compromising privacy
VLDB '06 Proceedings of the 32nd international conference on Very large data bases
ST--ACTS: a spatio-temporal activity simulator
GIS '06 Proceedings of the 14th annual ACM international symposium on Advances in geographic information systems
Pre-aggregation with probability distributions
DOLAP '06 Proceedings of the 9th ACM international workshop on Data warehousing and OLAP
Distributed spatio-temporal similarity search
CIKM '06 Proceedings of the 15th ACM international conference on Information and knowledge management
PRIVE: anonymous location-based queries in distributed mobile systems
Proceedings of the 16th international conference on World Wide Web
Snapshot density queries on location sensors
MobiDE '07 Proceedings of the 6th ACM international workshop on Data engineering for wireless and mobile access
Indexing future trajectories of moving objects in a constrained network
Journal of Computer Science and Technology
Continuous range monitoring of mobile objects in road networks
Data & Knowledge Engineering
Dynamics-aware similarity of moving objects trajectories
Proceedings of the 15th annual ACM international symposium on Advances in geographic information systems
Location anonymity in continuous location-based services
Proceedings of the 15th annual ACM international symposium on Advances in geographic information systems
Estimating the capacity of the Location-Based Advertising channel
International Journal of Mobile Communications
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International Journal of Mobile Communications
Capacity constrained assignment in spatial databases
Proceedings of the 2008 ACM SIGMOD international conference on Management of data
SOLE: scalable on-line execution of continuous queries on spatio-temporal data streams
The VLDB Journal — The International Journal on Very Large Data Bases
Mining Frequent Trajectories of Moving Objects for Location Prediction
MLDM '07 Proceedings of the 5th international conference on Machine Learning and Data Mining in Pattern Recognition
Monitoring Aggregate k-NN Objects in Road Networks
SSDBM '08 Proceedings of the 20th international conference on Scientific and Statistical Database Management
A New Signature-Based Indexing Scheme for Trajectories of Moving Objects on Spatial Networks
ICCS '08 Proceedings of the 8th international conference on Computational Science, Part I
Mining Top-n Local Outliers in Constrained Spatial Networks
ADMA '08 Proceedings of the 4th international conference on Advanced Data Mining and Applications
Complex Queries for Moving Object Databases in DHT-Based Systems
Euro-Par '08 Proceedings of the 14th international Euro-Par conference on Parallel Processing
Tracking Moving Objects in Anonymized Trajectories
DEXA '08 Proceedings of the 19th international conference on Database and Expert Systems Applications
Spatial generalisation algorithms for LBS privacy preservation
Journal of Location Based Services - Privacy Aware and Location-Based Mobile Services
A benchmark for evaluating moving object indexes
Proceedings of the VLDB Endowment
Snapshot location-based query processing on moving objects in road networks
Proceedings of the 16th ACM SIGSPATIAL international conference on Advances in geographic information systems
A network aware privacy model for online requests in trajectory data
Data & Knowledge Engineering
Sequenced spatio-temporal aggregation in road networks
Proceedings of the 12th International Conference on Extending Database Technology: Advances in Database Technology
Searching for similar trajectories in spatial networks
Journal of Systems and Software
Indexing of Continuously Moving Objects on Road Networks
IEICE - Transactions on Information and Systems
Frequent spatio-temporal patterns in trajectory data warehouses
Proceedings of the 2009 ACM symposium on Applied Computing
Continuous K-Nearest Neighbor Query over Moving Objects in Road Networks
APWeb/WAIM '09 Proceedings of the Joint International Conferences on Advances in Data and Web Management
A system based on mobile agents to test mobile computing applications
Journal of Network and Computer Applications
E3TP: A Novel Trajectory Prediction Algorithm in Moving Objects Databases
PAISI '09 Proceedings of the Pacific Asia Workshop on Intelligence and Security Informatics
The RUM-tree: supporting frequent updates in R-trees using memos
The VLDB Journal — The International Journal on Very Large Data Bases
Indexing Moving Objects Using Short-Lived Throwaway Indexes
SSTD '09 Proceedings of the 11th International Symposium on Advances in Spatial and Temporal Databases
Efficient Construction of Safe Regions for Moving kNN Queries over Dynamic Datasets
SSTD '09 Proceedings of the 11th International Symposium on Advances in Spatial and Temporal Databases
A Location Privacy Aware Friend Locator
SSTD '09 Proceedings of the 11th International Symposium on Advances in Spatial and Temporal Databases
Update-efficient indexing of moving objects in road networks
Geoinformatica
Towards modeling the traffic data on road networks
Proceedings of the Second International Workshop on Computational Transportation Science
Query processing of massive trajectory data based on mapreduce
Proceedings of the first international workshop on Cloud data management
Feeling-based location privacy protection for location-based services
Proceedings of the 16th ACM conference on Computer and communications security
LBS (k, T)-anonymity: a spatio-temporal approach to anonymity for location-based service users
Proceedings of the 17th ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems
BerlinMOD: a benchmark for moving object databases
The VLDB Journal — The International Journal on Very Large Data Bases
Query mesh: multi-route query processing technology
Proceedings of the VLDB Endowment
Tagging stream data for rich real-time services
Proceedings of the VLDB Endowment
Lazy updates: an efficient technique to continuously monitoring reverse kNN
Proceedings of the VLDB Endowment
Optimal matching between spatial datasets under capacity constraints
ACM Transactions on Database Systems (TODS)
Path prediction of moving objects on road networks through analyzing past trajectories
KES'07/WIRN'07 Proceedings of the 11th international conference, KES 2007 and XVII Italian workshop on neural networks conference on Knowledge-based intelligent information and engineering systems: Part I
On the effect of trajectory compression in spatiotemporal querying
ADBIS'07 Proceedings of the 11th East European conference on Advances in databases and information systems
DASFAA'07 Proceedings of the 12th international conference on Database systems for advanced applications
Quality aware privacy protection for location-based services
DASFAA'07 Proceedings of the 12th international conference on Database systems for advanced applications
Clustersheddy: load shedding using moving clusters over spatio-temporal data streams
DASFAA'07 Proceedings of the 12th international conference on Database systems for advanced applications
Circulartrip: an effective algorithm for continuous kNN queries
DASFAA'07 Proceedings of the 12th international conference on Database systems for advanced applications
MOBIHIDE: a mobilea peer-to-peer system for anonymous location-based queries
SSTD'07 Proceedings of the 10th international conference on Advances in spatial and temporal databases
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SSTD'07 Proceedings of the 10th international conference on Advances in spatial and temporal databases
Distributed, concurrent range monitoring of spatial-network constrained mobile objects
SSTD'07 Proceedings of the 10th international conference on Advances in spatial and temporal databases
Traffic density-based discovery of hot routes in road networks
SSTD'07 Proceedings of the 10th international conference on Advances in spatial and temporal databases
A meta-index for querying distributed moving object database servers
Information Systems
Spatio-temporal similarity measure algorithm for moving objects on spatial networks
ICCSA'07 Proceedings of the 2007 international conference on Computational science and its applications - Volume Part III
Efficient successor retrieval operations for aggregate query processing on clustered road networks
Information Sciences: an International Journal
Load balancing for moving object management in a P2P network
DASFAA'08 Proceedings of the 13th international conference on Database systems for advanced applications
A P2P meta-index for spatio-temporal moving object databases
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A framework to enforce access control over data streams
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Privacy-aware location data publishing
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To do or not to do: metadata-guided query evaluation in content caching networks
GLOBECOM'09 Proceedings of the 28th IEEE conference on Global telecommunications
Privacy preserving through a memorizing algorithm in location-based services
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Privacy-aware traffic monitoring
IEEE Transactions on Intelligent Transportation Systems
Enabling search services on outsourced private spatial data
The VLDB Journal — The International Journal on Very Large Data Bases
An online framework for publishing privacy-sensitive location traces
Proceedings of the Ninth ACM International Workshop on Data Engineering for Wireless and Mobile Access
Trust no one: a decentralized matching service for privacy in location based services
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Prediction of near likely nodes in data-centric mobile wireless networks
MILCOM'09 Proceedings of the 28th IEEE conference on Military communications
A new cloaking algorithm using Hilbert curves for privacy protection
Proceedings of the 3rd ACM SIGSPATIAL International Workshop on Security and Privacy in GIS and LBS
Generating synthetic meta-data for georeferenced video management
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On continuous monitoring top-k unsafe moving objects
Proceedings of the 18th SIGSPATIAL International Conference on Advances in Geographic Information Systems
PutMode: prediction of uncertain trajectories in moving objects databases
Applied Intelligence
Fast indexing and updating method for moving objects on road networks
WISEW'03 Proceedings of the Fourth international conference on Web information systems engineering workshops
Regions of interest in trajectory data warehouse
ACIIDS'10 Proceedings of the Second international conference on Intelligent information and database systems: Part I
An adaptive updating protocol for reducing moving object database workload
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Efficient proximity detection among mobile users via self-tuning policies
Proceedings of the VLDB Endowment
Hotspot district trajectory prediction
WAIM'10 Proceedings of the 2010 international conference on Web-age information management
EURASIP Journal on Wireless Communications and Networking
Research of spatio-temporal similarity measure on network constrained trajectory data
RSKT'10 Proceedings of the 5th international conference on Rough set and knowledge technology
LALO: a link-aware lightweight routing protocol for data delivery in vehicular ad hoc networks
UIC'10 Proceedings of the 7th international conference on Ubiquitous intelligence and computing
Energy-efficient mobile video management using smartphones
MMSys '11 Proceedings of the second annual ACM conference on Multimedia systems
Uncertain distance-based range queries over uncertain moving objects
Journal of Computer Science and Technology
Inferring additional knowledge from QTCN relations
Information Sciences: an International Journal
Design and analysis of a ranking approach to private location-based services
ACM Transactions on Database Systems (TODS)
Privacy-aware collection of aggregate spatial data
Data & Knowledge Engineering
SemGen: towards a semantic data generator for benchmarking duplicate detectors
DASFAA'11 Proceedings of the 16th international conference on Database systems for advanced applications
A unified algorithm for continuous monitoring of spatial queries
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PAKDD'11 Proceedings of the 15th Pacific-Asia conference on Advances in knowledge discovery and data mining - Volume Part I
Protecting location privacy using location semantics
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Mining spatial trajectories using non-parametric density functions
MLDM'11 Proceedings of the 7th international conference on Machine learning and data mining in pattern recognition
Optimizing predictive queries on moving objects under road-network constraints
DEXA'11 Proceedings of the 22nd international conference on Database and expert systems applications - Volume Part I
Approximate continuous K-nearest neighbor queries for uncertain objects in road networks
WAIM'11 Proceedings of the 12th international conference on Web-age information management
Extensions for continuous pattern mining
IDEAL'11 Proceedings of the 12th international conference on Intelligent data engineering and automated learning
MOVIES: indexing moving objects by shooting index images
Geoinformatica
Indexing in-network trajectory flows
The VLDB Journal — The International Journal on Very Large Data Bases
Direction-based surrounder queries for mobile recommendations
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Sequenced spatiotemporal aggregation for coarse query granularities
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Privacy-aware querying over sensitive trajectory data
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Continuously monitoring the correlations of massive discrete streams
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A cluster based mobile peer to peer architecture in wireless ad hoc networks
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TMOM: a moving object main memory-based DBMS for telematics services
W2GIS'06 Proceedings of the 6th international conference on Web and Wireless Geographical Information Systems
Prediction of moving object location based on frequent trajectories
ISCIS'06 Proceedings of the 21st international conference on Computer and Information Sciences
VTPR-tree: an efficient indexing method for moving objects with frequent updates
CoMoGIS'06 Proceedings of the 2006 international conference on Advances in Conceptual Modeling: theory and practice
New query processing algorithms for range and k-NN search in spatial network databases
CoMoGIS'06 Proceedings of the 2006 international conference on Advances in Conceptual Modeling: theory and practice
The design of a benchmark for geo-stream management systems
Proceedings of the 19th ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems
An efficient trajectory index structure for moving objects in location-based services
OTM'05 Proceedings of the 2005 OTM Confederated international conference on On the Move to Meaningful Internet Systems
A stochastic viewpoint on the generation of spatiotemporal datasets
ICCSA'05 Proceedings of the 2005 international conference on Computational Science and Its Applications - Volume Part II
An efficient clustering method for unstructured mobile peer-to-peer networks
Proceedings of the 2011 ACM Symposium on Research in Applied Computation
EDBT'06 Proceedings of the 10th international conference on Advances in Database Technology
Continuous reverse k nearest neighbors queries in Euclidean space and in spatial networks
The VLDB Journal — The International Journal on Very Large Data Bases
Efficient algorithms to monitor continuous constrained k nearest neighbor queries
DASFAA'10 Proceedings of the 15th international conference on Database Systems for Advanced Applications - Volume Part I
Measuring query privacy in location-based services
Proceedings of the second ACM conference on Data and Application Security and Privacy
An efficient indexing scheme for moving objects' trajectories on road networks
WAIM '06 Proceedings of the 7th international conference on Advances in Web-Age Information Management
Tracking network-constrained moving objects with group updates
WAIM '06 Proceedings of the 7th international conference on Advances in Web-Age Information Management
Arrival time dependent shortest path by on-road routing in mobile ad-hoc network
W2GIS'04 Proceedings of the 4th international conference on Web and Wireless Geographical Information Systems
Continuous query processing in spatio-temporal databases
EDBT'04 Proceedings of the 2004 international conference on Current Trends in Database Technology
Continuous pattern mining using the FCPGrowth algorithm in trajectory data warehouses
HAIS'10 Proceedings of the 5th international conference on Hybrid Artificial Intelligence Systems - Volume Part I
SSTD'05 Proceedings of the 9th international conference on Advances in Spatial and Temporal Databases
GAMMA: a framework for moving object simulation
SSTD'05 Proceedings of the 9th international conference on Advances in Spatial and Temporal Databases
On trip planning queries in spatial databases
SSTD'05 Proceedings of the 9th international conference on Advances in Spatial and Temporal Databases
Probabilistic spatial queries on existentially uncertain data
SSTD'05 Proceedings of the 9th international conference on Advances in Spatial and Temporal Databases
A new trajectory indexing scheme for moving objects on road networks
BNCOD'06 Proceedings of the 23rd British National Conference on Databases, conference on Flexible and Efficient Information Handling
Searching for similar trajectories on road networks using spatio-temporal similarity
ADBIS'06 Proceedings of the 10th East European conference on Advances in Databases and Information Systems
Materialization-Based range and k-nearest neighbor query processing algorithms
FQAS'06 Proceedings of the 7th international conference on Flexible Query Answering Systems
Incremental evaluation of continuous range queries over objects moving on known network paths
W2GIS'05 Proceedings of the 5th international conference on Web and Wireless Geographical Information Systems
An adaptive updating protocol for reducing moving object database workload
The VLDB Journal — The International Journal on Very Large Data Bases
Visually exploring movement data via similarity-based analysis
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Parallel main-memory indexing for moving-object query and update workloads
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Continuous distance-based skyline queries in road networks
Information Systems
Grid-based cloaking area creation scheme supporting continuous location-based services
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Load balancing for processing spatio-temporal queries in multi-core settings
MobiDE '12 Proceedings of the Eleventh ACM International Workshop on Data Engineering for Wireless and Mobile Access
Continuous min-max distance bounded query in road networks
APWeb'12 Proceedings of the 14th Asia-Pacific international conference on Web Technologies and Applications
Continuous queries on trajectories of moving objects
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Efficiently processing snapshot and continuous reverse k nearest neighbors queries
The VLDB Journal — The International Journal on Very Large Data Bases
Spatio-temporal aggregations in trajectory data warehouses
DaWaK'07 Proceedings of the 9th international conference on Data Warehousing and Knowledge Discovery
Hilbert-order based spatial cloaking algorithm in road network
Concurrency and Computation: Practice & Experience
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Privacy aware trajectory determination in road traffic networks
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GMOBench: a benchmark for generic moving objects
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Continuous aggregate nearest neighbor queries
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A Computational Model of Mitigating Disease Spread in Spatial Networks
International Journal of Artificial Life Research
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Moving spatial keyword queries: Formulation, methods, and analysis
ACM Transactions on Database Systems (TODS)
International Journal of Mobile Computing and Multimedia Communications
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NFMCP'12 Proceedings of the First international conference on New Frontiers in Mining Complex Patterns
A “semi-lazy” approach to probabilistic path prediction in dynamic environments
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Frontiers of Computer Science: Selected Publications from Chinese Universities
Efficient batch processing of proximity queries by optimized probing
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Anytime algorithms for mining groups with maximum coverage
AusDM '12 Proceedings of the Tenth Australasian Data Mining Conference - Volume 134
ACM SIGSPATIAL GIS Cup 2013: geo-fencing
Proceedings of the 21st ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems
Differentially private multi-dimensional time series release for traffic monitoring
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MNTG: an extensible web-based traffic generator
SSTD'13 Proceedings of the 13th international conference on Advances in Spatial and Temporal Databases
P2EST: parallelization philosophies for evaluating spatio-temporal queries
Proceedings of the 2nd ACM SIGSPATIAL International Workshop on Analytics for Big Geospatial Data
iRoad: a framework for scalable predictive query processing on road networks
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An experimental analysis of iterated spatial joins in main memory
Proceedings of the VLDB Endowment
Proceedings of the 4th ACM conference on Data and application security and privacy
Protecting query privacy in location-based services
Geoinformatica
Searching continuous nearest neighbors in road networks on the air
Information Systems
Mobile Information Systems
A safe exit algorithm for continuous nearest neighbor monitoring in road networks
Mobile Information Systems
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Benchmarking spatiotemporal database systems requires the definition of suitable datasets simulating the typical behavior of moving objects. Previous approaches for generating spatiotemporal data do not consider that moving objects often follow a given network. Therefore, benchmarks require datasets consisting of such “network-based” moving objects. In this paper, the most important properties of network-based moving objects are presented and discussed. Essential aspects are the maximum speed and the maximum capacity of connections, the influence of other moving objects on the speed and the route of an object, the adequate determination of the start and destination of an object, the influence of external events, and time-scheduled traffic. These characteristics are the basis for the specification and development of a new generator for spatiotemporal data. This generator combines real data (the network) with user-defined properties of the resulting dataset. A framework is proposed where the user can control the behavior of the generator by re-defining the functionality of selected object classes. An experimental performance investigation demonstrates that the chosen approach is suitable for generating large data sets.