Charting a New Horizon of Big and Fast Data Analysis through Integrated Algorithm Design

Informazioni relative al progetto

BigFastData

ID dell’accordo di sovvenzione: 725561

DOI 10.3030/725561

Progetto chiuso

Data della firma CE 15 Giugno 2017

Data di avvio 1 Settembre 2017

Data di completamento 31 Dicembre 2023

Finanziato da

• EXCELLENT SCIENCE - European Research Council (ERC)

Costo totale € 2 472 752,00

Contributo UE € 2 472 752,00

Coordinato da

ECOLE POLYTECHNIQUE
France

Pubblicazioni

Conference proceedings (8)

Exathlon: A Benchmark for Explainable Anomaly Detection over Time Series.

Autori: Vincent Jacob, Fei Song, Arnaud Stiegler, Bijan Rad, Yanlei Diao, Nesime Tatbul.
Pubblicato in: Proceedings VLDB Endowment (PVLDB), Numero 14(11), 2021, Pagina/e 2613-2626
Editore: PVLDB

A Demonstration of the Exathlon Benchmarking Platform for Explainable Anomaly Detection.

Autori: Vincent Jacob, Fei Song, Arnaud Stiegler, Bijan Rad, Yanlei Diao, Nesime Tatbul.
Pubblicato in: Proceedings of VLDB Endowment (PVLDB), Numero 14(12), 2021, Pagina/e 2827-2830
Editore: PVLDB
DOI: 10.14778/3476311.3476355

Efficient Exploration of Interesting Aggregates in RDF Graphs.

Autori: Yanlei Diao, Pawel Guzewicz, Ioana Manolescu, Mirjana Mazuran.
Pubblicato in: Proceedings of the ACM SIGMOD Conference (SIGMOD), 2021, Pagina/e 392-404
Editore: ACM

Anomaly Detection and Explanation Discovery on Event Streams

Autori: Fei Song, Boyao Zhou, Quan Sun, Wang Sun, Shiwen Xia, Yanlei Diao
Pubblicato in: Proceedings of the International Workshop on Real-Time Business Intelligence and Analytics - BIRTE '18, 2018, Pagina/e 1-5, ISBN 9781-450366076
Editore: ACM Press
DOI: 10.1145/3242153.3242158

EXAD: A System for Explainable Anomaly Detection on Big Data Traces

Autori: Fei Song, Yanlei Diao, Jesse Read, Arnaud Stiegler, Albert Bifet
Pubblicato in: 2018 IEEE International Conference on Data Mining Workshops (ICDMW), 2018, Pagina/e 1435-1440, ISBN 978-1-5386-9288-2
Editore: IEEE
DOI: 10.1109/icdmw.2018.00204

UDAO: A Next-Generation Unified Data Analytics Optimizer.

Autori: Khaled Zaouk, Fei Song, Chenghao Lyu, Arnab Sinha, Yanlei Diao, Prashant J. Shenoy
Pubblicato in: Proceedings of Very Large Databases, Numero 12(12), 2019, Pagina/e 1934-1937
Editore: VLDB Endowment

Spark-based Cloud Data Analytics using Multi-Objective Optimization.

Autori: Fei Song, Khaled Zaouk, Chenghao Lyu, Arnab Sinha, Qi Fan, Yanlei Diao, Prashant J. Shenoy
Pubblicato in: Proceedings of the 37th IEEE International Conference on Data Engineering (ICDE), 2021
Editore: IEEE

Explainable anomaly detection on high-dimensional time series data.

Autori: Bijan Rad, Fei Song, Vincent Jacob, Yanlei Diao.
Pubblicato in: Proceedings of the 15th ACM Intl. Conf. on Distributed and Event-based Systems (DEBS)., 2021, Pagina/e 2-14
Editore: ACM

Other (1)

Neural-based Modeling for Performance Tuning of Spark Data Analytics.

Autori: Khaled Zaouk, Fei Song, Chenghao Lyu, Yanlei Diao.
Pubblicato in: 2021
Editore: Arxiv.org