Nikos Pelekis

Orcid: 0000-0001-7205-5703

According to our database1, Nikos Pelekis authored at least 112 papers between 2004 and 2024.

Collaborative distances:
  • Dijkstra number2 of four.
  • Erdős number3 of four.

Timeline

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Bibliography

2024
On Vessel Location Forecasting and the Effect of Federated Learning.
Proceedings of the 25th IEEE International Conference on Mobile Data Management, 2024

Pythia: Distributed Pattern-based Future Location Prediction of Moving Objects.
Proceedings of the Workshops of the EDBT/ICDT 2024 Joint Conference co-located with the EDBT/ICDT 2024 Joint Conference, 2024

Path-based Traffic Flow Prediction.
Proceedings of the Workshops of the EDBT/ICDT 2024 Joint Conference co-located with the EDBT/ICDT 2024 Joint Conference, 2024

GMSA: A Digital Twin Application for Maritime Route and Event Forecasting.
Proceedings of the Proceedings 27th International Conference on Extending Database Technology, 2024

A Scalable System for Maritime Route and Event Forecasting.
Proceedings of the Proceedings 27th International Conference on Extending Database Technology, 2024

2023
An Efficient LSTM Neural Network-Based Framework for Vessel Location Forecasting.
IEEE Trans. Intell. Transp. Syst., May, 2023

VesselVision: Fleet Safety Awareness over Streaming Vessel Trajectories.
Proceedings of the 31st ACM International Conference on Advances in Geographic Information Systems, 2023

Collision Risk Assessment and Forecasting on Maritime Data.
Proceedings of the 31st ACM International Conference on Advances in Geographic Information Systems, 2023

Scalable Distributed Trajectory Clustering Using Apache Spark.
Proceedings of the Workshops of the EDBT/ICDT 2023 Joint Conference, 2023

Towards a Unified Vessel Traffic Flow Forecasting Framework.
Proceedings of the Workshops of the EDBT/ICDT 2023 Joint Conference, 2023

2022
Particle swarm optimization and RBF neural networks for public transport arrival time prediction using GTFS data.
Int. J. Inf. Manag. Data Insights, 2022

Social Spatio-temporal Keyword Pattern (S²KP) Queries in Multiple Aspect Trajectories Databases.
Proceedings of the SSDBM 2022: 34th International Conference on Scientific and Statistical Database Management, Copenhagen, Denmark, July 6, 2022

Vessel Collision Risk Assessment using AIS Data: A Machine Learning Approach.
Proceedings of the 23rd IEEE International Conference on Mobile Data Management, 2022

Machine Learning Models for Vessel Traffic Flow Forecasting: An Experimental Comparison.
Proceedings of the 23rd IEEE International Conference on Mobile Data Management, 2022

Machine Learning Models for Vessel Route Forecasting: An Experimental Comparison.
Proceedings of the 23rd IEEE International Conference on Mobile Data Management, 2022

2021
A Survey on Big Data Processing Frameworks for Mobility Analytics.
SIGMOD Rec., 2021

MaSEC: Discovering Anchorages and Co-movement Patterns on Streaming Vessel Trajectories.
Proceedings of the 17th International Symposium on Spatial and Temporal Databases, 2021

A Novel Indexing Method for Spatial-Keyword Range Queries.
Proceedings of the 17th International Symposium on Spatial and Temporal Databases, 2021

Public Transport Arrival Time Prediction Based on GTFS Data.
Proceedings of the Machine Learning, Optimization, and Data Science, 2021

ST_VISIONS: A Python Library for Interactive Visualization of Spatio-temporal Data.
Proceedings of the 22nd IEEE International Conference on Mobile Data Management, 2021

Maritime Data Analytics.
Proceedings of the Guide to Maritime Informatics., 2021

2020
Distributed Subtrajectory Join on Massive Datasets.
ACM Trans. Spatial Algorithms Syst., 2020

Semantic-aware aircraft trajectory prediction using flight plans.
Int. J. Data Sci. Anal., 2020

SPARTAN: Semantic integration of big spatio-temporal data from streaming and archival sources.
Future Gener. Comput. Syst., 2020

Offline Trajectory Analytics.
Proceedings of the Big Data Analytics for Time-Critical Mobility Forecasting, 2020

Trajectory Detection and Summarization over Surveillance Data Streams.
Proceedings of the Big Data Analytics for Time-Critical Mobility Forecasting, 2020

Future Location and Trajectory Prediction.
Proceedings of the Big Data Analytics for Time-Critical Mobility Forecasting, 2020

2019
On Preserving Sensitive Information of Multiple Aspect Trajectories In-House.
Proceedings of the Companion of The 2019 World Wide Web Conference, 2019


Online Long-Term Trajectory Prediction Based on Mined Route Patterns.
Proceedings of the Multiple-Aspect Analysis of Semantic Trajectories, 2019

Scalable Distributed Subtrajectory Clustering.
Proceedings of the 2019 IEEE International Conference on Big Data (IEEE BigData), 2019

2018
Systems for Privacy-Preserving Mobility Data Management.
Proceedings of the Handbook of Mobile Data Privacy., 2018

An evaluation of data stream clustering algorithms.
Stat. Anal. Data Min., 2018

Unveiling movement uncertainty for robust trajectory similarity analysis.
Int. J. Geogr. Inf. Sci., 2018

Moving Objects Analytics: Survey on Future Location & Trajectory Prediction Methods.
CoRR, 2018

Increasing Maritime Situation Awareness via Trajectory Detection, Enrichment and Recognition of Events.
Proceedings of the Web and Wireless Geographical Information Systems, 2018

Time-Aware Sub-Trajectory Clustering in Hermes@PostgreSQL.
Proceedings of the 34th IEEE International Conference on Data Engineering, 2018

On-the-fly mobility event detection over aircraft trajectories.
Proceedings of the 26th ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems, 2018


Spatio-Temporal-Keyword Pattern Queries over Semantic Trajectories with Hermes@Neo4j.
Proceedings of the 21st International Conference on Extending Database Technology, 2018

Hot Spot Analysis over Big Trajectory Data.
Proceedings of the IEEE International Conference on Big Data (IEEE BigData 2018), 2018

2017
Online event recognition from moving vessel trajectories.
GeoInformatica, 2017

On temporal-constrained sub-trajectory cluster analysis.
Data Min. Knowl. Discov., 2017

DataStories at SemEval-2017 Task 4: Deep LSTM with Attention for Message-level and Topic-based Sentiment Analysis.
Proceedings of the 10th International Workshop on Semantic Evaluation, 2017

DataStories at SemEval-2017 Task 6: Siamese LSTM with Attention for Humorous Text Comparison.
Proceedings of the 11th International Workshop on Semantic Evaluation, 2017

Searching for Spatio-Temporal-Keyword Patterns in Semantic Trajectories.
Proceedings of the Advances in Intelligent Data Analysis XVI, 2017

In-DBMS Sampling-based Sub-trajectory Clustering.
Proceedings of the 20th International Conference on Extending Database Technology, 2017

Privacy Preservation of Semantic Trajectory Databases using Query Auditing Techniques.
Proceedings of the Workshops of the EDBT/ICDT 2017 Joint Conference (EDBT/ICDT 2017), 2017

Big Data Management and Analytics for Mobility Forecasting in datAcron.
Proceedings of the Workshops of the EDBT/ICDT 2017 Joint Conference (EDBT/ICDT 2017), 2017

2016
Simulating Our LifeSteps by Example.
ACM Trans. Spatial Algorithms Syst., 2016

On querying and mining semantic-aware mobility timelines.
Int. J. Data Sci. Anal., 2016

Who Cares about Others' Privacy: Personalized Anonymization of Moving Object Trajectories.
Proceedings of the 19th International Conference on Extending Database Technology, 2016

2015
Privacy-Preserving Indoor Localization on Smartphones.
IEEE Trans. Knowl. Data Eng., 2015

Hermoupolis: a semantic trajectory generator in the data science era.
ACM SIGSPATIAL Special, 2015

HERMES: A Trajectory DB Engine for Mobility-Centric Applications.
Int. J. Knowl. Based Organ., 2015

The Baquara<sup>2</sup> knowledge-based framework for semantic enrichment and analysis of movement data.
Data Knowl. Eng., 2015

Optimal time-dependent sequenced route queries in road networks.
Proceedings of the 23rd SIGSPATIAL International Conference on Advances in Geographic Information Systems, 2015

Inferring Relationships from Trajectory Data.
Proceedings of the XVI Brazilian Symposium on GeoInformatics, Campos do Jordão, São Paulo, Brazil, November 29, 2015

Event Recognition for Maritime Surveillance.
Proceedings of the 18th International Conference on Extending Database Technology, 2015

Hermessem: A semantic-aware framework for the management and analysis of our LifeSteps.
Proceedings of the 2015 IEEE International Conference on Data Science and Advanced Analytics, 2015

How not to drown in a sea of information: An event recognition approach.
Proceedings of the 2015 IEEE International Conference on Big Data (IEEE BigData 2015), Santa Clara, CA, USA, October 29, 2015

2014
On the Support of Mobility in ORDBMS.
Int. J. Knowl. Based Organ., 2014

Path-based queries on trajectory data.
Proceedings of the 22nd ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems, 2014

Mobility Data Management and Exploration
Springer, ISBN: 978-1-4939-0392-4, 2014

2013
On the Management and Analysis of Our LifeSteps.
SIGKDD Explor., 2013

Map-matched trajectory compression.
J. Syst. Softw., 2013

Semantic trajectories modeling and analysis.
ACM Comput. Surv., 2013

Cost Models for Nearest Neighbor Query Processing over Existentially Uncertain Spatial Data.
Proceedings of the Advances in Spatial and Temporal Databases, 2013

Hermoupolis: A Trajectory Generator for Simulating Generalized Mobility Patterns.
Proceedings of the Machine Learning and Knowledge Discovery in Databases, 2013

Trajectory based traffic analysis.
Proceedings of the 21st SIGSPATIAL International Conference on Advances in Geographic Information Systems, 2013

Baquara: A Holistic Ontological Framework for Movement Analysis Using Linked Data.
Proceedings of the Conceptual Modeling - 32th International Conference, 2013

Trajectory Collection and Reconstruction.
Proceedings of the Mobility Data: Modeling, 2013

2012
Segmentation and Sampling of Moving Object Trajectories Based on Representativeness.
IEEE Trans. Knowl. Data Eng., 2012

Visually exploring movement data via similarity-based analysis.
J. Intell. Inf. Syst., 2012

EasyTracker: An Android Application for Capturing Mobility Behavior.
Proceedings of the 16th Panhellenic Conference on Informatics, PCI 2012, 2012

Private-HERMES: a benchmark framework for privacy-preserving mobility data querying and mining methods.
Proceedings of the 15th International Conference on Extending Database Technology, 2012

2011
Clustering uncertain trajectories.
Knowl. Inf. Syst., 2011

Visual Mobility Analysis using T-Warehouse.
Int. J. Data Warehous. Min., 2011

Discovering market trends in the biotechnology industry.
Int. J. Bus. Intell. Data Min., 2011

SeTraStream: Semantic-Aware Trajectory Construction over Streaming Movement Data.
Proceedings of the Advances in Spatial and Temporal Databases, 2011

Privacy-aware querying over sensitive trajectory data.
Proceedings of the 20th ACM Conference on Information and Knowledge Management, 2011

2010
Unsupervised Trajectory Sampling.
Proceedings of the Machine Learning and Knowledge Discovery in Databases, 2010

T-Warehouse: Visual OLAP analysis on trajectory data.
Proceedings of the 26th International Conference on Data Engineering, 2010

2009
A Pattern Similarity Scheme for Medical Image Retrieval.
IEEE Trans. Inf. Technol. Biomed., 2009

Trajectory Compression under Network Constraints.
Proceedings of the Advances in Spatial and Temporal Databases, 2009

GF-Miner: a Genetic Fuzzy Classifier for Numerical Data.
Proceedings of the Artificial Intelligence Applications and Innovations III, 2009

Trajectory Voting and Classification Based on Spatiotemporal Similarity in Moving Object Databases.
Proceedings of the Advances in Intelligent Data Analysis VIII, 2009

Clustering Trajectories of Moving Objects in an Uncertain World.
Proceedings of the ICDM 2009, 2009

2008
Wireless Network Data Sources: Tracking and Synthesizing Trajectories.
Proceedings of the Mobility, Data Mining and Privacy - Geographic Knowledge Discovery, 2008

Towards Trajectory Data Warehouses.
Proceedings of the Mobility, Data Mining and Privacy - Geographic Knowledge Discovery, 2008

Trajectory Data Models.
Proceedings of the Mobility, Data Mining and Privacy - Geographic Knowledge Discovery, 2008

Trajectory Database Systems.
Proceedings of the Mobility, Data Mining and Privacy - Geographic Knowledge Discovery, 2008

Basic Concepts of Movement Data.
Proceedings of the Mobility, Data Mining and Privacy - Geographic Knowledge Discovery, 2008

Fuzzy clustering of intuitionistic fuzzy data.
Int. J. Bus. Intell. Data Min., 2008

HERMES: aggregative LBS via a trajectory DB engine.
Proceedings of the ACM SIGMOD International Conference on Management of Data, 2008

DAEDALUS: A knowledge discovery analysis framework for movement data.
Proceedings of the Sixteenth Italian Symposium on Advanced Database Systems, 2008

Cost Models and Efficient Algorithms on Existentially Uncertain Spatial Data.
Proceedings of the Panhellenic Conference on Informatics, 2008

Building real-world trajectory warehouses.
Proceedings of the Seventh ACM International Workshop on Data Engineering for Wireless and Mobile Access, 2008

The DAEDALUS framework: progressive querying and mining of movement data.
Proceedings of the 16th ACM SIGSPATIAL International Symposium on Advances in Geographic Information Systems, 2008

Intuitionistic Fuzzy Clustering with Applications in Computer Vision.
Proceedings of the Advanced Concepts for Intelligent Vision Systems, 2008

2007
Algorithms for Nearest Neighbor Search on Moving Object Trajectories.
GeoInformatica, 2007

Similarity Search in Trajectory Databases.
Proceedings of the 14th International Symposium on Temporal Representation and Reasoning (TIME 2007), 2007

Mining Trajectory Databases via a Suite of Distance Operators.
Proceedings of the 23rd International Conference on Data Engineering Workshops, 2007

Handling spatial vagueness in virtual agent control.
Proceedings of the GRAPP 2007, 2007

2006
Boosting location-based services with a moving object database engine.
Proceedings of the Fifth ACM International Workshop on Data Engineering for Wireless and Mobile Access, 2006

Hermes - A Framework for Location-Based Data Management.
Proceedings of the Advances in Database Technology, 2006

MetaOn - Ontology Driven Metadata Construction and Management for Intelligent Search in Text and Image Collections.
Proceedings of the 17th International Workshop on Database and Expert Systems Applications (DEXA 2006), 2006

2005
Fuzzy Miner: Extracting Fuzzy Rules from Numerical Patterns.
Int. J. Data Warehous. Min., 2005

Nearest Neighbor Search on Moving Object Trajectories.
Proceedings of the Advances in Spatial and Temporal Databases, 9th International Symposium, 2005

Visual Techniques for the Interpretation of Data Mining Outcomes.
Proceedings of the Advances in Informatics, 2005

2004
Literature review of spatio-temporal database models.
Knowl. Eng. Rev., 2004

Fuzzy Miner - A Fuzzy System for Solving Pattern Classification Problems.
Proceedings of the Intl. Workshop on Pattern Representation and Management, 2004


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