INODE
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Published:2022-01-31
Issue:4
Volume:50
Page:23-29
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ISSN:0163-5808
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Container-title:ACM SIGMOD Record
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language:en
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Short-container-title:SIGMOD Rec.
Author:
Amer-Yahia Sihem1, Koutrika Georgia2, Braschler Martin3, Calvanese Diego4, Lanti Davide4, Lücke-Tieke Hendrik5, Mosca Alessandro4, Mendes de Farias Tarcisio6, Papadopoulos Dimitris7, Patil Yogendra1, Rull Guillem8, Smith Ellery3, Skoutas Dimitrios2, Subramanian Srividya9, Stockinger Kurt3
Affiliation:
1. University Grenoble Alpes, France 2. Athena Research Center, Greece 3. Zurich University of Applied Sciences, Switzerland 4. Free University of Bozen-Bolzano, Italy 5. Fraunhofer IGD, Germany 6. Swiss Institute of Bioinformatics, Switzerland 7. Infili, Greece 8. SIRIS Academic, Spain 9. Max Planck Institute for Extraterrestrial Physics, Germany
Abstract
A full-fledged data exploration system must combine different access modalities with a powerful concept of guiding the user in the exploration process, by being reactive and anticipative both for data discovery and for data linking. Such systems are a real opportunity for our community to cater to users with different domain and data science expertise.
We introduce INODE - an end-to-end data exploration system - that leverages, on the one hand, Machine Learning and, on the other hand, semantics for the purpose of Data Management (DM). Our vision is to develop a classic unified, comprehensive platform that provides extensive access to open datasets, and we demonstrate it in three significant use cases in the fields of Cancer Biomarker Research, Research and Innovation Policy Making, and Astrophysics. INODE offers sustainable services in (a) data modeling and linking, (b) integrated query processing using natural language, (c) guidance, and (d) data exploration through visualization, thus facilitating the user in discovering new insights. We demonstrate that our system is uniquely accessible to a wide range of users from larger scientific communities to the public. Finally, we briefly illustrate how this work paves the way for new research opportunities in DM.
Publisher
Association for Computing Machinery (ACM)
Subject
Information Systems,Software
Reference28 articles.
1. A comparative survey of recent natural language interfaces for databases 2. S. Amer-Yahia , G. Koutrika , F. Bastian , T. Belmpas , M. Braschler , U. Brunner , D. Calvanese , M. Fabricius , O. Gkini , C. Kosten , D. Lanti , A. Litke , H. L¨ucke-Tieke , F. A. Massucci , T. M. de Farias , A. Mosca , F. Multari , N. Papadakis , D. Papadopoulos , Y. Patil , A. Personnaz , G. Rull , A. C. Sima , E. Smith , D. Skoutas , S. Subramanian , G. Xiao , and K. Stockinger . INODE: building an end-to-end data exploration system in practice [extended vision]. CoRR, abs/2104.04194 , 2021 . S. Amer-Yahia, G. Koutrika, F. Bastian, T. Belmpas, M. Braschler, U. Brunner, D. Calvanese, M. Fabricius, O. Gkini, C. Kosten, D. Lanti, A. Litke, H. L¨ucke-Tieke, F. A. Massucci, T. M. de Farias, A. Mosca, F. Multari, N. Papadakis, D. Papadopoulos, Y. Patil, A. Personnaz, G. Rull, A. C. Sima, E. Smith, D. Skoutas, S. Subramanian, G. Xiao, and K. Stockinger. INODE: building an end-to-end data exploration system in practice [extended vision]. CoRR, abs/2104.04194, 2021. 3. SODA 4. ValueNet: A Natural Language-to-SQL System that Learns from Database Information 5. Set cover algorithms for very large datasets
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