Bitte benutzen Sie diese Kennung, um auf die Ressource zu verweisen:
https://doi.org/10.21256/zhaw-23624| Publikationstyp: | Beitrag in wissenschaftlicher Zeitschrift |
| Art der Begutachtung: | Peer review (Publikation) |
| Titel: | INODE : building an end-to-end data exploration system in practice |
| Autor/-in: | Amer-Yahia, Sihem Koutrika, Georgia Braschler, Martin Calvanese, Diego Lanti, Davide Lücke-Tieke, Hendrik Mosca, Alessandro Mendes de Farias, Tarcisio Papadopoulos, Dimitris Patil, Yogendra Rull, Guillem Smith, Ellery Skoutas, Dimitrios Subramanian, Srividya Stockinger, Kurt |
| et. al: | No |
| DOI: | 10.21256/zhaw-23624 |
| Erschienen in: | SIGMOD Record |
| Band(Heft): | 50 |
| Heft: | 4 |
| Seite(n): | 23 |
| Seiten bis: | 29 |
| Erscheinungsdatum: | Dez-2021 |
| Verlag / Hrsg. Institution: | Association for Computing Machinery |
| ISSN: | 0163-5808 |
| Sprache: | Englisch |
| Schlagwörter: | Databases; Data exploration; Machine learning |
| Fachgebiet (DDC): | 005: Computerprogrammierung, Programme und Daten 006: Spezielle Computerverfahren |
| Zusammenfassung: | 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. |
| URI: | https://sigmodrecord.org/2021/12/31/inode-building-an-end-to-end-data-exploration-system-in-practice/ https://digitalcollection.zhaw.ch/handle/11475/23624 |
| Volltext Version: | Publizierte Version |
| Lizenz (gemäss Verlagsvertrag): | Keine Angabe |
| Departement: | School of Engineering |
| Organisationseinheit: | Institut für Informatik (InIT) |
| Publiziert im Rahmen des ZHAW-Projekts: | INODE – Intelligent Open Data Exploration (EU Horizon 2020) |
| Enthalten in den Sammlungen: | Publikationen School of Engineering |
Dateien zu dieser Ressource:
| Datei | Beschreibung | Größe | Format | |
|---|---|---|---|---|
| INODE_Vision_SIGMOD_Record_Final.pdf | INODE Vision Paper SIGMOD Record 2021 | 763.07 kB | Adobe PDF |  Öffnen/Anzeigen |
Zur Langanzeige
Amer-Yahia, S., Koutrika, G., Braschler, M., Calvanese, D., Lanti, D., Lücke-Tieke, H., Mosca, A., Mendes de Farias, T., Papadopoulos, D., Patil, Y., Rull, G., Smith, E., Skoutas, D., Subramanian, S., & Stockinger, K. (2021). INODE : building an end-to-end data exploration system in practice. SIGMOD Record, 50(4), 23–29. https://doi.org/10.21256/zhaw-23624
Amer-Yahia, S. et al. (2021) ‘INODE : building an end-to-end data exploration system in practice’, SIGMOD Record, 50(4), pp. 23–29. Available at: https://doi.org/10.21256/zhaw-23624.
S. Amer-Yahia et al., “INODE : building an end-to-end data exploration system in practice,” SIGMOD Record, vol. 50, no. 4, pp. 23–29, Dec. 2021, doi: 10.21256/zhaw-23624.
AMER-YAHIA, Sihem, Georgia KOUTRIKA, Martin BRASCHLER, Diego CALVANESE, Davide LANTI, Hendrik LÜCKE-TIEKE, Alessandro MOSCA, Tarcisio MENDES DE FARIAS, Dimitris PAPADOPOULOS, Yogendra PATIL, Guillem RULL, Ellery SMITH, Dimitrios SKOUTAS, Srividya SUBRAMANIAN und Kurt STOCKINGER, 2021. INODE : building an end-to-end data exploration system in practice. SIGMOD Record [online]. Dezember 2021. Bd. 50, Nr. 4, S. 23–29. DOI 10.21256/zhaw-23624. Verfügbar unter: https://sigmodrecord.org/2021/12/31/inode-building-an-end-to-end-data-exploration-system-in-practice/
Amer-Yahia, Sihem, Georgia Koutrika, Martin Braschler, Diego Calvanese, Davide Lanti, Hendrik Lücke-Tieke, Alessandro Mosca, et al. 2021. “INODE : Building an End-to-End Data Exploration System in Practice.” SIGMOD Record 50 (4): 23–29. https://doi.org/10.21256/zhaw-23624.
Amer-Yahia, Sihem, et al. “INODE : Building an End-to-End Data Exploration System in Practice.” SIGMOD Record, vol. 50, no. 4, Dec. 2021, pp. 23–29, https://doi.org/10.21256/zhaw-23624.
Alle Ressourcen in diesem Repository sind urheberrechtlich geschützt, soweit nicht anderweitig angezeigt.