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

CORDIS provides links to public deliverables and publications of HORIZON projects.

Links to deliverables and publications from FP7 projects, as well as links to some specific result types such as dataset and software, are dynamically retrieved from OpenAIRE .

Publications

Optimization for active learning-based interactive database exploration (opens in new window)

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 (opens in new window)

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. (opens in new window)

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 (opens in new window)

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 (opens in new window)

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 (opens in new window)

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

Spade: A Modular Framework for Analytical Exploration of RDF Graphs (opens in new window)

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. (opens in new window)

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. (opens in new window)

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
DOI: 10.1145/3448016.3457307

"A Factorized Version Space Algorithm for ""Human-In-the-Loop"" Data Exploration" (opens in new window)

Author(s): Luciano Di Palma, Yanlei Diao, Anna Liu
Published in: 2019 IEEE International Conference on Data Mining (ICDM), 2019, Page(s) pp 1018-1023
Publisher: IEEE
DOI: 10.1109/icdm.2019.00117

Anomaly Detection and Explanation Discovery on Event Streams (opens in new window)

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 (opens in new window)

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

AIDEme: An active learning based system for interactive exploration of large datasets

Author(s): Enhui Huang, Luciano Di Palma, Laurent Cetinsoy, Yanlei Diao, Anna Liu
Published in: NeurIPS 2019, 2019
Publisher: Neural Information Processing Systems Foundation, Inc.

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

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

A Spark Optimizer for Adaptive, Fine-Grained Parameter Tuning

Author(s): Chenghao Lyu, Qi Fan, Philippe Guyard, Yanlei Diao
Published in: Arxiv, 2024, Page(s) 1-18
Publisher: Arxiv.rog

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