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

Project Information

BigFastData

Grant agreement ID: 725561

DOI 10.3030/725561

Project closed

EC signature date 15 June 2017

Start date 1 September 2017

End date 31 December 2023

Funded under

• EXCELLENT SCIENCE - European Research Council (ERC)

Total cost € 2 472 752,00

EU contribution € 2 472 752,00

Coordinated by

ECOLE POLYTECHNIQUE
France

Publications

Peer reviewed articles (6)

Optimization for active learning-based interactive database exploration

Author(s): Enhui Huang, Liping Peng, Luciano Di Palma, Ahmed Abdelkafi, Anna Liu, Yanlei Diao
Published in: Proceedings of the VLDB Endowment, Issue 12(1), 2018, Page(s) pp 71–84, ISSN 2150-8097
Publisher: VLDB Endowment
DOI: 10.14778/3275536.3275542

An analysis of query-agnostic sampling for interactive data exploration

Author(s): Wenzhao Liu, Yanlei Diao, Anna Liu
Published in: Communications in Statistics - Theory and Methods, Issue 47 (16), 2018, Page(s) pp. 3820-3837, ISSN 0361-0926
Publisher: Marcel Dekker Inc.
DOI: 10.1080/03610926.2017.1363231

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

Author(s): Vincent Jacob, Fei Song, Arnaud Stiegler, Bijan Rad, Yanlei Diao, Nesime Tatbul.
Published in: Proceedings of VLDB Endowment (PVLDB), Issue 14(11), 2021, Page(s) 2613-2626, ISSN 2150-8097
Publisher: VLDB Endowment
DOI: 10.14778/3476249.3476307

Fine-grained modeling and optimization for intelligent resource management in big data processing

Author(s): Lyu, Chenghao; Fan, Qi; Song, Fei; Sinha, Arnab; Diao, Yanlei; Chen, Wei; Ma, Li; Feng, Yihui; Li, Yaliang; Zeng, Kai; Zhou, Jingren
Published in: Proceedings of the VLDB Endowment, Issue 15(11), 2022, Page(s) 3098-3111, ISSN 2150-8097
Publisher: VLDB Endowment
DOI: 10.14778/3551793.3551855

Efficient Version Space Algorithms for Human-in-the-loop Model Development

Author(s): Luciano Di Palma, Yanlei Diao, Anna Liu
Published in: ACM Transactions on Knowledge Discovery from Data, Issue 18(3), 2024, Page(s) pp 1–49, ISSN 1556-4681
Publisher: Special Interest Group on Computer Graphics, Association for Computing Machinery
DOI: 10.1145/3637443

Efficient and robust active learning methods for interactive database exploration

Author(s): Enhui Huang, Yanlei Diao, Anna Liu, Lipeng Peng, Luciano Di Palma
Published in: The VLDB Journal, Issue 32(5), 2023, Page(s) 1-26, ISSN 0949-877X
Publisher: Springer
DOI: 10.1007/s00778-023-00816-x

Conference proceedings (8)

Spade: A Modular Framework for Analytical Exploration of RDF Graphs

Author(s): Yanlei Diao, Pawel Guzewicz, Ioana Manolescu, Mirjana Mazuran
Published in: Proceedings of the VLDB Endowment, Issue 12(12), 2019, Page(s) pp 1926–1929, ISSN 2150-8097
Publisher: VLDB Endowment
DOI: 10.14778/3352063.3352101

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

Author(s): Vincent Jacob, Fei Song, Arnaud Stiegler, Bijan Rad, Yanlei Diao, Nesime Tatbul.
Published in: Proceedings of VLDB Endowment (PVLDB), Issue 14(12), 2021, Page(s) 2827-2830
Publisher: PVLDB
DOI: 10.14778/3476311.3476355

Efficient Exploration of Interesting Aggregates in RDF Graphs.

Author(s): Yanlei Diao, Pawel Guzewicz, Ioana Manolescu, Mirjana Mazuran.
Published in: Proceedings of the ACM SIGMOD Conference (SIGMOD), 2021, Page(s) 392-404
Publisher: ACM

Anomaly Detection and Explanation Discovery on Event Streams

Author(s): Fei Song, Boyao Zhou, Quan Sun, Wang Sun, Shiwen Xia, Yanlei Diao
Published in: Proceedings of the International Workshop on Real-Time Business Intelligence and Analytics - BIRTE '18, 2018, Page(s) 1-5, ISBN 9781-450366076
Publisher: ACM Press
DOI: 10.1145/3242153.3242158

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

Author(s): Fei Song, Yanlei Diao, Jesse Read, Arnaud Stiegler, Albert Bifet
Published in: 2018 IEEE International Conference on Data Mining Workshops (ICDMW), 2018, Page(s) 1435-1440, ISBN 978-1-5386-9288-2
Publisher: IEEE
DOI: 10.1109/icdmw.2018.00204

UDAO: A Next-Generation Unified Data Analytics Optimizer.

Author(s): Khaled Zaouk, Fei Song, Chenghao Lyu, Arnab Sinha, Yanlei Diao, Prashant J. Shenoy
Published in: Proceedings of Very Large Databases, Issue 12(12), 2019, Page(s) 1934-1937
Publisher: VLDB Endowment

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

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

Explainable anomaly detection on high-dimensional time series data.

Author(s): Bijan Rad, Fei Song, Vincent Jacob, Yanlei Diao.
Published in: Proceedings of the 15th ACM Intl. Conf. on Distributed and Event-based Systems (DEBS)., 2021, Page(s) 2-14
Publisher: ACM

Other (1)

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

Author(s): Khaled Zaouk, Fei Song, Chenghao Lyu, Yanlei Diao.
Published in: 2021
Publisher: Arxiv.org