Risultati finali
Project Website and and project social media channels set- up.
Detailed specification of a common repository schema for metadata publishing/ information sharing, based on reference frameworks such as the NIST Big Data Interoperability Framework.
Cross-validation with ICT14 and ICT15 projectsReport on undertaken liaison actions with the ICT-15 Lighthouse projects TT and DataBio, including interesting outcomes of the collaboration. Evaluation of the plan for clustering activities included in D.1.2.
Dissemination Plan, Communications programme, WebsiteReport on the dissemination strategy, objectives and dissemination plan, events organisation. Report on the utilisation of communications tools/means such as Social media, Conferences, Workshops, Newsletters, Success Stories Factsheets, Articles, Whitepapers, Press Releases, Journal Publications, Policy Briefs etc. Organisation of training courses for end-users on Toolboxes technologies. Evaluation of the dissemination plan. Internal draft deliverable in M18 represented on Gantt as d7.3.
Results of eye-tracking evaluationReport evaluating the VA methods developed in tasks T5.1-T5.4, in corresponding usage scenarios with appropriate categories of professional users. The evaluation will address objective user performance (how fast/correct are users in problem solving) and subjective user satisfaction.
Track and Know ObservatoryReport consolidating literature review and market analysis for competing and complementing tools and technologies. Online observatory, implemented as an integral part of the project website. First version of observatory delivered in M6 along with the revier report (D1.1). A revised version of the observatory with updated content will be available online at the end of the project (RD1.1).
Liaison and ClusteringReport on undertaken liaison actions with other projects and initiatives, (apart from the ICT-15 Lighthouse projects TT and DataBio that will be covered in deliverable D6.5), including interesting outcomes of the collaboration. Internal draft deliverable (liaison soping paper) in M6 represented on Gantt as d7.4.
Experiments Monitoring Report, Learning conclusionsThis report will consolidate lessons learned from the implementation of the project pilots, incorporating validation and analysis of results for pilot measurements.
Prototypes of the first version of the Track&Know integration connectors (Toolboxes), based on requirements defined in WP1. The connectors will facilitate the seamless integration of internal and external data sources.
Primitive query operatorsSpecification and prototype implementation of the primitive query operators (for different NoSQL stores), that will serve as a software layer very close to the storage layer, allowing effective and efficient interaction with the massive datasets stored in Track&Know.
Specification, use cases and prototype implementation of machine learning tools for learning complex events from data by using semantic unsupervised labelling for spatiotemporal data. Representational learning will be investigated to achieve a latent representation of spatiotemporal traces and users’/drivers’ behavioural characteristics. The developed machine learning algorithms will be capable of online learning complex event patterns, in order to effectively handle the volume and velocity of the data. The core capabilities of the tools and the application of the algorithms developed, will be demonstrated through an open research data pilot with the use of open data sources. The specification report will include several use cases to allow the use and extension of the tools/algoritmes by development teams across Europe.
Analytics for mobility patterns detection and forecastingSpecification and prototype implementation of a) Customized data analysis methods and tools over Big Mobility Data, including cluster analysis and motion pattern detection, by exploiting enriched and integrated data from multiple sources. b) Algorithms for short- and long-term forecasting of routes, flows, concentration nodes, as well as contextual characteristics, supporting outlier detection, taking advantage of previous data analytics results, as well as complex events. The core capabilities of the tools and the application of the algorithms developed, will be demonstrated through an open research data pilot with the use of open data sources. The specification report will include several use cases to allow the use and extension of the tools/algoritmes by development teams across Europe.
Pubblicazioni
Autori:
Siming Chen, Gennady Andrienko, Natalia Andrienko, Christos Doulkeridis, and Athanasios Koumparos4
Pubblicato in:
EuroVis Workshop on Visual Analytics, 2019, ISBN 978-3-03868-087-1
Editore:
The Eurographics Association
DOI:
10.2312/eurova.20191124
Autori:
Omid Isfahani Alamdari, Mirco Nanni, Roberto Trasarti, Dino Pedreschi
Pubblicato in:
EDBT/ICDT 2020 Joint Conference, Numero Vol 2978, 2020
Editore:
CEUR
Autori:
Riccardo Guidotti, Mirco Nanni
Pubblicato in:
2020 21st IEEE International Conference on Mobile Data Management (MDM), 2020, Pagina/e 89-98, ISBN 978-1-7281-4663-8
Editore:
IEEE
DOI:
10.1109/mdm48529.2020.00030
Autori:
Panagiotis Nikitopoulos, Georgios A. Sfyris, Akrivi Vlachou, Christos Doulkeridis,Orestis Telelis
Pubblicato in:
35th International Conference on Data Engineering, 2019, Pagina/e pp. 1586-1589
Editore:
IEEE
DOI:
10.1109/icde.2019.00148
Autori:
Kieran Lee, Natalia Andrienko, Gennady Andrienko, Ibad Kureshi, Toni Staykova and Ian Smith
Pubblicato in:
BMJ Open Respiratory Research 2019, Numero Volume 6, Numero Suppl 1, 2019
Editore:
BJM
DOI:
10.1136/bmjresp-2019-bssconf.45
Autori:
Panagiotis Nikitopoulos, Aris-Iakovos Paraskevopoulos, Christos Doulkeridis, Nikos Pelekis, Yannis Theodoridis
Pubblicato in:
2018 IEEE International Conference on Big Data (Big Data), 2018, Pagina/e 761-770, ISBN 978-1-5386-5035-6
Editore:
IEEE
DOI:
10.1109/bigdata.2018.8622376
Autori:
Nikolaos Koutroumanis, Georgios Santipantakis, Apostolos Glenis, Christos Doulkeridis and George Vouros
Pubblicato in:
EDBT/ICDT workshops 2019, 2019
Editore:
EDBT/ICDT
Autori:
Mary Qian, Kieran Lee, Earl Palas, Susan George, Ying Huang, Safin Rahman, Na Li, Darren Wong, Martina Mason, Ian Smith
Pubblicato in:
Sleep and control of breathing, 2020, Pagina/e 2152
Editore:
European Respiratory Society
DOI:
10.1183/13993003.congress-2020.2152
Autori:
TSILIONIS, E., KOUTROUMANIS, N., NIKITOPOULOS, P., DOULKERIDIS, C., & ARTIKIS, A.
Pubblicato in:
Theory and Practice of Logical Programming, Numero Volume 19 , Special Numero 5-6: 35th International Conference on Logic Programming, 2019, Pagina/e 841-856
Editore:
Cambridge University Press
DOI:
10.1017/s147106841900022x
Autori:
Panagiotis Tampakis, Nikos Pelekis, Christos Doulkeridis, Yannis Theodoridis
Pubblicato in:
2019 IEEE International Conference on Big Data (Big Data), 2019, Pagina/e 950-959, ISBN 978-1-7281-0858-2
Editore:
IEEE
DOI:
10.1109/bigdata47090.2019.9005563
Autori:
Cheng Fu, Robert Weibel
Pubblicato in:
15th International Conference on Location-Based Services, 2019, Pagina/e 135-140
Editore:
Vienna University of Technology
DOI:
10.34726/lbs2019
Autori:
K Lee, M Mason, I Smith
Pubblicato in:
Numero Volume 74, Numero Suppl 2, 2019
Editore:
BMJ
DOI:
10.1136/thorax-2019-BTSabstracts2019.324
Autori:
Gennady Andrienko, Natalia Andrienko, Ibad Kureshi, Kieran Lee, Ian Smith, Toni Staykova
Pubblicato in:
International Journal of Cartography, 2020, Pagina/e 1-16, ISSN 2372-9333
Editore:
Taylor & Francis
DOI:
10.1080/23729333.2020.1863000
Autori:
Christopher Collins, Natalia Andrienko, Tobias Schreck, Jing Yang, Jaegul Choo, Ulrich Engelke, Amit Jena, Tim Dwyer
Pubblicato in:
Visual Informatics, Numero 2/3, 2018, Pagina/e 166-180, ISSN 2468-502X
Editore:
Elsevier. B.V.
DOI:
10.1016/j.visinf.2018.09.003
Autori:
Panagiotis Tampakis, Christos Doulkeridis, Nikos Pelekis, Yannis Theodoridis
Pubblicato in:
ACM Transactions on Spatial Algorithms and Systems, Numero 6/2, 2020, Pagina/e 1-29, ISSN 2374-0353
Editore:
Association for Computing Machinery
DOI:
10.1145/3373642
Autori:
Nikola Markovic, Przemylaw Sekula, Zachary Vander Laan, Gennady Andrienko, Natalia Andrienko
Pubblicato in:
IEEE Transactions on Intelligent Transportation Systems, Numero 20/5, 2019, Pagina/e 1858-1869, ISSN 1524-9050
Editore:
Institute of Electrical and Electronics Engineers
DOI:
10.1109/tits.2018.2843298
Autori:
Natalia Andrienko, Gennady Andrienko, Jose Manuel Cordero Garcia, David Scarlatti
Pubblicato in:
IEEE Transactions on Visualization and Computer Graphics, Numero 25/1, 2019, Pagina/e 54-64, ISSN 1077-2626
Editore:
Institute of Electrical and Electronics Engineers
DOI:
10.1109/tvcg.2018.2864811
Autori:
Jie Li, Siming Chen, Kang Zhang, Gennady Andrienko, Natalia Andrienko
Pubblicato in:
IEEE Transactions on Visualization and Computer Graphics, 2018, Pagina/e 1-1, ISSN 1077-2626
Editore:
Institute of Electrical and Electronics Engineers
DOI:
10.1109/tvcg.2018.2851227
Autori:
Longhi, L., Nanni, M.
Pubblicato in:
Journal of Ambient Intelligence and Humanized Computing, 2019, ISSN 0000-0000
Editore:
Springer
DOI:
10.1007/s12652-019-01632-4
Autori:
Yannis Theodoridis
Pubblicato in:
Multiple-Aspect Analysis of Semantic Trajectories - First International Workshop, MASTER 2019, Held in Conjunction with ECML-PKDD 2019, Würzburg, Germany, September 16, 2019, Proceedings, Numero 11889, 2020, Pagina/e 1-5, ISBN 978-3-030-38080-9
Editore:
Springer International Publishing
DOI:
10.1007/978-3-030-38081-6_1
Autori:
Nikos Katzouris, Evangelos Michelioudakis, Alexander Artikis, Georgios Paliouras
Pubblicato in:
Machine Learning and Knowledge Discovery in Databases - European Conference, ECML PKDD 2018, Dublin, Ireland, September 10–14, 2018, Proceedings, Part II, Numero 11052, 2019, Pagina/e 396-413, ISBN 978-3-030-10927-1
Editore:
Springer International Publishing
DOI:
10.1007/978-3-030-10928-8_24
Autori:
Riccardo Guidotti, Anna Monreale, Leonardo Cariaggi
Pubblicato in:
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Editore:
Springer International Publishing
DOI:
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Autori:
Lee K, Mason M, Smith I
Pubblicato in:
Thorax 2018;73:A128-A129, 2018
Editore:
BMJ
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