From Copernicus Big Data to Extreme Earth Analytics

Publications

Peer reviewed articles (4)

MACHINE LEARNING FOR SEA ICE MONITORING FROM SATELLITES

Author(s): C. O. Dumitru, V. Andrei, G. Schwarz, M. Datcu
Published in: ISPRS - International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences, Issue XLII-2/W16, 2019, Page(s) 83-89, ISSN 2194-9034
DOI: 10.5194/isprs-archives-XLII-2-W16-83-2019

Domain- and Structure-Agnostic End-to-End Entity Resolution with JedAI

Author(s): George Papadakis, Leonidas Tsekouras, Emmanouil Thanos, George Giannakopoulos, Themis Palpanas, Manolis Koubarakis
Published in: ACM SIGMOD Record, Issue 48/4, 2020, Page(s) 30-36, ISSN 0163-5808
DOI: 10.1145/3385658.3385664

Three-Dimensional Entity Resolution with JedAI

Author(s): George Papadakis; George Mandilaras; Luca Gagliardelli; Giovanni Simonini; Emmanouil Thanos; George Giannakopoulos; Sonia Bergamaschi; Themis Palpanas; Manolis Koubarakis
Published in: Information Systems, Issue 2, 2020, ISSN 0306-4379
DOI: 10.5281/zenodo.3941653

Blocking and Filtering Techniques for Entity Resolution: A Survey

Author(s): George Papadakis; Dimitrios Skoutas; Emmanouil Thanos; Themis Palpanas
Published in: ACM Computing Surveys, Issue 7, 2020, ISSN 0360-0300
DOI: 10.5281/zenodo.3941563

Conference proceedings (8)

Towards Distribution Transparency for Supervised ML With Oblivious Training Functions

Author(s): Moritz Meister; Sina Sheikholeslami; Robin Andersson; Alexandru A. Ormenisan; Jim Dowling
Published in: Issue 3, 2020
DOI: 10.5281/zenodo.3941640

Knowledge Extracted from Copernicus Satellite Data

Author(s): Dumitru Octavian; Schwarz Gottfried; Eltoft Torbjørn; Kræmer Thomas; Wagner Penelope; Hughes Nick; Arthus David; Fleming Andrew; Koubarakis Manolis; Datcu Mihai
Published in: Issue 2, 2019
DOI: 10.5281/zenodo.3941573

Entity Resolution: Past, Present and Yet-to-Come. From Structured to Heterogeneous, to Crowd-sourced, to Deep Learned

Author(s): George Papadakis; Ekaterini Ioannou; Themis Palpanas
Published in: Issue 1, 2020
DOI: 10.5441/002/edbt.2020.85

Implicit Provenance for Machine Learning Artifacts

Author(s): Alexandru A. Ormenisan; Mahmoud Ismail; Seif Haridi; Jim Dowling
Published in: Issue 2, 2020
DOI: 10.5281/zenodo.3941628

From Copernicus Big Data to Extreme Earth Analytics

Author(s): Manolis Koubarakis; Konstantina Bereta; Dimitris Bilidas; Konstantinos Giannousis; Theofilos Ioannidis; Despina-Athanasia Pantazi; George Stamoulis; Seif Haridi; Vladimir Vlassov; Lorenzo Bruzzone; Claudia Paris; Torbjørn Eltoft; Thomas Krämer; Angelos Charalabidis; Vangelis Karkaletsis; Stasinos Konstantopoulos; Jim Dowling; Theofilos Kakantousis; Mihai Datcu; Corneliu Octavian Dumitru; Florian
Published in: Issue 2, 2019
DOI: 10.5441/002/edbt.2019.88

Ice Monitoring With ExtremeEarth

Author(s): George Mandilaras; Despina-Athanasia Pantazi; Manolis Koubarakis; Nick Hughes; Alistair Everett; Ashild Kiærbech
Published in: Issue 3, 2020
DOI: 10.5281/zenodo.3941661

JedAI : beyond batch, blocking-based Entity Resolution

Author(s): George Papadakis; Leonidas Tsekouras; Manos Thanos; Nikiforos Pittaras; Giovanni Simonini; Dimitrios Skoutas; Paul Isaris; George Giannakopoulos; Themis Palpanas; Manolis Koubarakis
Published in: Issue 2, 2020
DOI: 10.5441/002/edbt.2020.74

Representation Learning For SAR Observations: A Generative Model Approach

Author(s): Vlad Andrei; Octavian Dumitru; Mihai Datcu
Published in: Issue 2, 2019
DOI: 10.5281/zenodo.3944444

Monographic books (1)

Principles of Data Science

Author(s): C.O. Dumitru, G. Schwarz, G. Dax, V. Andrei, D. Ao, and M. Datcu
Published in: Active and Machine Learning for Earth Observation Image Analysis with Traditional and Innovative Approaches, 2020, Page(s) 207-231
DOI: 10.1007/978-3-030-43981-1