Deliverables
Prototype implementation of the HIN mining library, including functionalities for similarity search and browsing, entity resolution and entity ranking.
Initial version of the visual analytics engineFirst prototype of the visual analytics layer, including basic functionalities for interactive visual analytics over spatial, temporal and network data.
Final version of the visual analytics engineFinal prototype of the visual analytics engine including all functionalities for HIN exploration and analysis via scalable and interactive visualizations
Final version of the HIN mining engineFinal prototype of the Heterogeneous Information Network mining library
Query engine over virtualized dataIncludes the query planning and execution operators for natively supporting queries over virtualized, heterogeneous data.
Final overall report and assessment of the SmartDataLake system including the feedback from the pilot testing and validation
Interactive visual analytics modelModel specification driving the interactive visualizations for HIN exploration, analysis and mining, including the visual interfaces and interactions for feature space exploration, model selection and parameter tuning.
System architectureThe initial architecture of the SmartDataLake platform, its individual components, and their interfaces.
Automated storage tieringCost model and algorithms for analytics over cold storage and for automated data placement in different storage tiers
Monitoring and assessing changes in evolving HINsTechniques and algorithms for monitoring the temporal evolution of HINs and detecting and assessing the impact of changes
Similarity search, entity resolution and rankingIncludes the attribute-based and link-based similarity measures, techniques and algorithms for search and browsing over multi-typed entities and relations, as well as the algorithms for entity resolution and ranking.
Scalable visualization techniques for spatial, temporal and graph dataTechniques and algorithms for efficient and scalable visualizations of spatiotemporal data and information networks
Data synopses for approximate analyticsAlgorithms for approximate query answering and analytics based on adaptive data synopses.
Link prediction and community detection in HINsAlgorithms for predicting new relations and discovering entity groups and communities combining attributebased and linkbased features
Publications
Author(s):
Shimomura, Larissa C.; Fletcher, George; Yakovets, Nikolay
Published in:
Proceedings of the 29th ACM International Conference on Information & Knowledge Management, 2020, Page(s) 2217-2220
Publisher:
ACM
DOI:
10.1145/3340531.3412149
Author(s):
Chronis, Pantelis, Skoutas, Dimitrios, Athanasiou, Spiros, & Skiadopoulos, Spiros
Published in:
1st International Workshop on Assessing Impact and Merit in Science (AIMinScience), 2020
Publisher:
Springer
DOI:
10.1007/978-3-030-55814-7_28
Author(s):
Panagiotis Sioulas, Viktor Sanca, Ioannis Mytilinis, Anastasia Ailamaki
Published in:
International Conference on Innovative Data Systems Research (CIDR), 2021
Publisher:
www.cidrdb.org
Author(s):
Thilo Spinner, Udo Schlegel, Martin Schall, Fabian Sperrle, Rita Sevastjanova, Beatrice Gobbo, Julius Rauscher, Mennatallah El-Assady, Daniel A. Keim
Published in:
1st International Workshop on Data Analytics and Machine Learning Made Simple, 2021
Publisher:
CEUR Workshop Proceedings (CEUR-WS.org)
Author(s):
Georgios Chatzigeorgakidis, Dimitrios Skoutas, Kostas Patroumpas, Themis Palpanas, Spiros Athanasiou, Spiros Skiadopoulos
Published in:
24th International Conference on Extending Database Technology (EDBT), 2021, Page(s) 475-480
Publisher:
OpenProceedings.org
Author(s):
Georgios Michas, Periklis Chrysogelos, Ioannis Mytilinis, Anastasia Ailamaki
Published in:
International Workshop on Data Management on New Hardware (DaMoN), 2021, Page(s) 13:1-13:5
Publisher:
ACM
DOI:
10.1145/3465998.3466014
Author(s):
Chatzigeorgakidis, Georgios, Patroumpas, Kostas, Skoutas, Dimitrios, & Athanasiou, Spiros
Published in:
28th International Conference on Advances in Geographic Information Systems (SIGSPATIAL), 2020, Page(s) 413-416
Publisher:
ACM
DOI:
10.1145/3397536.3422345
Author(s):
Anna Herlihy, Periklis Chrysogelos, Anastasia Ailamaki
Published in:
International Conference on Innovative Data Systems Research (CIDR), 2022
Publisher:
CIDR
Author(s):
Serafeim Chatzopoulos, Thanasis Vergoulis, Theodore Dalamagas, & Christos Tryfonopoulos
Published in:
ACM/IEEE Joint Conference on Digital Libraries, 2021
Publisher:
IEEE
DOI:
10.5281/zenodo.5548163
Author(s):
Ylaise van den Wildenberg, Wouter W. L. Nuijten, Odysseas Papapetrou
Published in:
1st International Workshop on Data Analytics and Machine Learning Made Simple, 2021
Publisher:
CEUR-WS.org
Author(s):
Serafeim Chatzopoulos, Thanasis Vergoulis, Panagiotis Deligiannis, Dimitrios Skoutas, Theodore Dalamagas, Christos Tryfonopoulos
Published in:
24th International Conference on Extending Database Technology (EDBT), 2021, Page(s) 654-657
Publisher:
OpenProceedings.org
Author(s):
Kostas Patroumpas, Alexandros Zeakis, Dimitrios Skoutas, Roberto Santoro
Published in:
1st International Workshop on Data Analytics and Machine Learning Made Simple, 2021
Publisher:
CEUR Workshop Proceedings (CEUR-WS.org)
Author(s):
Serafeim Chatzopoulos; Kostas Patroumpas; Alexandros Zeakis; Thanasis Vergoulis; Dimitrios Skoutas
Published in:
International Conference on Very Large Data Bases (VLDB), 2020, Page(s) 2913-2916
Publisher:
VLDB Endowment
DOI:
10.14778/3415478.3415507
Author(s):
Rafael Seidi Oyamada, Larissa Shimomura, Sylvio Barbon Junior, Daniel Kaster
Published in:
European Conference on Advances in Databases and Information Systems (ADBIS), 2020, Page(s) 93-107
Publisher:
Springer
Author(s):
Haoqiong Bian, Bikash Chandra, Ioannis Mytilinis, Anastasia Ailamaki
Published in:
1st International Workshop on Data Analytics and Machine Learning Made Simple, 2021
Publisher:
CEUR Workshop Proceedings (CEUR-WS.org)
Author(s):
Hamid Shahrivari; Matthaios Olma; Odysseas Papapetrou; Dimitrios Skoutas; Anastasia Ailamaki
Published in:
Proceedings of the 23rd International Conference on Extending Database Technology (EDBT), 2020, Page(s) 265-276
Publisher:
OpenProceedings
DOI:
10.5441/002/edbt.2020.24
Author(s):
Georgios Chatzigeorgakidis, Dimitrios Skoutas, Kostas Patroumpas, Themis Palpanas, Spiros Athanasiou, Spiros Skiadopoulos
Published in:
Proceedings of the 27th ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems, 2019, Page(s) 179-188, ISBN 9781-450369091
Publisher:
ACM
DOI:
10.1145/3347146.3359349
Author(s):
Kaijie Zhu, George Fletcher, Nikolay Yakovets, Odysseas Papapetrou, Yuqing Wu
Published in:
Proceedings of the 16th International Symposium on Spatial and Temporal Databases, 2019, Page(s) 120-129, ISBN 9781-450362801
Publisher:
ACM
DOI:
10.1145/3340964.3340987
Author(s):
Georgios Chatzigeorgakidis, Dimitrios Skoutas, Kostas Patroumpas, Themis Palpanas, Spiros Athanasiou, Spiros Skiadopoulos
Published in:
Proceedings of the 16th International Symposium on Spatial and Temporal Databases, 2019, Page(s) 160-169, ISBN 9781-450362801
Publisher:
ACM
DOI:
10.1145/3340964.3340982
Author(s):
Pantelis Chronis, Spiros Athanasiou, Spiros Skiadopoulos
Published in:
2019 IEEE International Conference on Data Mining (ICDM), 2019, Page(s) 91-100, ISBN 978-1-7281-4604-1
Publisher:
IEEE
DOI:
10.1109/icdm.2019.00019
Author(s):
Matthaios Olma, Odysseas Papapetrou, Raja Appuswamy, Anastasia Ailamaki
Published in:
2019 IEEE 35th International Conference on Data Engineering (ICDE), 2019, Page(s) 482-493, ISBN 978-1-5386-7474-1
Publisher:
IEEE
DOI:
10.1109/icde.2019.00050
Author(s):
Aunn Raza; Periklis Chrysogelos; Panagiotis Sioulas; Vladimir Indjic; Angelos Christos Anadiotis; Anastasia Ailamaki
Published in:
Conference on Innovative Data Systems Research (CIDR), Issue 1, 2020
Publisher:
www.cidrdb.org
DOI:
10.5281/zenodo.3827490
Author(s):
Kostas Patroumpas, Dimitrios Skoutas
Published in:
Proceedings of the Sixth International ACM SIGMOD Workshop on Managing and Mining Enriched Geo-Spatial Data, 2020, Page(s) 1-6, ISBN 9781-450380355
Publisher:
ACM
DOI:
10.1145/3403896.3403967
Author(s):
George Papadakis; Leonidas Tsekouras; Manos Thanos; Nikiforos Pittaras; Giovanni Simonini; Dimitrios Skoutas; Paul Isaris; George Giannakopoulos; Themis Palpanas; Manolis Koubarakis
Published in:
Proceedings of the 23rd International Conference on Extending Database Technology (EDBT), 2020, Page(s) 603-606
Publisher:
OpenProceedings
DOI:
10.5441/002/edbt.2020.74
Author(s):
Aunn Raza, Periklis Chrysogelos, Angelos Christos Anadiotis, Anastasia Ailamaki
Published in:
Proceedings of the 2020 ACM SIGMOD International Conference on Management of Data, 2020, Page(s) 2043-2054, ISBN 9781-450367356
Publisher:
ACM
DOI:
10.1145/3318464.3389783
Author(s):
Skoutas, Dimitrios, Sacharidis, Dimitris, & Patroumpas, Kostas
Published in:
29th International Conference on Advances in Geographic Information Systems (SIGSPATIAL), 2021, Page(s) 468-479
Publisher:
ACM
DOI:
10.1145/3474717.3484215
Author(s):
Angelos-Christos G. Anadiotis, Raja Appuswamy, Anastasia Ailamaki, Ilan Bronshtein, Hillel Avni, David Dominguez-Sal, Shay Goikhman, Eliezer Levy
Published in:
Proceedings of the VLDB Endowment, 2020, Page(s) 3085-3098
Publisher:
VLDB Endowment
DOI:
10.14778/3415478.3415536
Author(s):
Evanthia Dimara, Harry Zhang, Melanie Tory, Steven Franconeri
Published in:
IEEE Transactions on Visualization and Computer Graphics (TVCG), 2021, ISSN 1077-2626
Publisher:
Institute of Electrical and Electronics Engineers
Author(s):
Thilo Spinner, Udo Schlegel, Hanna Schafer, Mennatallah El-Assady
Published in:
IEEE Transactions on Visualization and Computer Graphics, 2019, Page(s) 1-1, ISSN 1077-2626
Publisher:
Institute of Electrical and Electronics Engineers
DOI:
10.1109/TVCG.2019.2934629
Author(s):
Georgios Chatzigeorgakidis, Kostas Patroumpas, Dimitrios Skoutas, Spiros Athanasiou, Spiros Skiadopoulos
Published in:
Big Data Research, Issue 15, 2019, Page(s) 12-28, ISSN 2214-5796
Publisher:
Elsevier Inc.
DOI:
10.1016/j.bdr.2019.02.001
Author(s):
Jochen Gortler, Thilo Spinner, Dirk Streeb, Daniel Weiskopf, Oliver Deussen
Published in:
IEEE Transactions on Visualization and Computer Graphics, Issue 26/1, 2020, Page(s) 822-831, ISSN 1077-2626
Publisher:
Institute of Electrical and Electronics Engineers
DOI:
10.1109/tvcg.2019.2934812
Author(s):
George Papadakis, Dimitrios Skoutas, Emmanouil Thanos, Themis Palpanas
Published in:
ACM Computing Surveys, Issue 53/2, 2020, Page(s) 1-42, ISSN 0360-0300
Publisher:
Association for Computing Machinary, Inc.
DOI:
10.1145/3377455
Author(s):
Michael Blumenschein, Luka J. Debbeler, Nadine C. Lages, Britta Renner, Daniel A. Keim, Mennatallah El‐Assady
Published in:
Computer Graphics Forum, Issue 39/3, 2020, Page(s) 565-577, ISSN 0167-7055
Publisher:
Blackwell Publishing Inc.
DOI:
10.1111/cgf.14002
Author(s):
Serafeim Chatzopoulos, Thanasis Vergoulis, Theodore Dalamagas, Christos Tryfonopoulos
Published in:
International Journal of Digital Libraries (IJDL), 2021, ISSN 1432-5012
Publisher:
Springer Verlag
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