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

Optimization for active learning-based interactive database exploration

Auteurs: Enhui Huang, Liping Peng, Luciano Di Palma, Ahmed Abdelkafi, Anna Liu, Yanlei Diao
Publié dans: Proceedings of the VLDB Endowment, Numéro 12(1), 2018, Page(s) pp 71–84, ISSN 2150-8097
Éditeur: VLDB Endowment
DOI: 10.14778/3275536.3275542

An analysis of query-agnostic sampling for interactive data exploration

Auteurs: Wenzhao Liu, Yanlei Diao, Anna Liu
Publié dans: Communications in Statistics - Theory and Methods, Numéro 47 (16), 2018, Page(s) pp. 3820-3837, ISSN 0361-0926
Éditeur: Marcel Dekker Inc.
DOI: 10.1080/03610926.2017.1363231

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

Auteurs: Vincent Jacob, Fei Song, Arnaud Stiegler, Bijan Rad, Yanlei Diao, Nesime Tatbul.
Publié dans: Proceedings of VLDB Endowment (PVLDB), Numéro 14(11), 2021, Page(s) 2613-2626, ISSN 2150-8097
Éditeur: VLDB Endowment
DOI: 10.14778/3476249.3476307

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

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

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

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

Efficient and robust active learning methods for interactive database exploration

Auteurs: Enhui Huang, Yanlei Diao, Anna Liu, Lipeng Peng, Luciano Di Palma
Publié dans: The VLDB Journal, Numéro 32(5), 2023, Page(s) 1-26, ISSN 0949-877X
Éditeur: Springer
DOI: 10.1007/s00778-023-00816-x

Spade: A Modular Framework for Analytical Exploration of RDF Graphs

Auteurs: Yanlei Diao, Pawel Guzewicz, Ioana Manolescu, Mirjana Mazuran
Publié dans: Proceedings of the VLDB Endowment, Numéro 12(12), 2019, Page(s) pp 1926–1929, ISSN 2150-8097
Éditeur: VLDB Endowment
DOI: 10.14778/3352063.3352101

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

Auteurs: Vincent Jacob, Fei Song, Arnaud Stiegler, Bijan Rad, Yanlei Diao, Nesime Tatbul.
Publié dans: Proceedings of VLDB Endowment (PVLDB), Numéro 14(12), 2021, Page(s) 2827-2830
Éditeur: PVLDB
DOI: 10.14778/3476311.3476355

Efficient Exploration of Interesting Aggregates in RDF Graphs.

Auteurs: Yanlei Diao, Pawel Guzewicz, Ioana Manolescu, Mirjana Mazuran.
Publié dans: Proceedings of the ACM SIGMOD Conference (SIGMOD), 2021, Page(s) 392-404
Éditeur: ACM

Anomaly Detection and Explanation Discovery on Event Streams

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

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

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

UDAO: A Next-Generation Unified Data Analytics Optimizer.

Auteurs: Khaled Zaouk, Fei Song, Chenghao Lyu, Arnab Sinha, Yanlei Diao, Prashant J. Shenoy
Publié dans: Proceedings of Very Large Databases, Numéro 12(12), 2019, Page(s) 1934-1937
Éditeur: VLDB Endowment

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

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

Explainable anomaly detection on high-dimensional time series data.

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

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

Auteurs: Khaled Zaouk, Fei Song, Chenghao Lyu, Yanlei Diao.
Publié dans: 2021
Éditeur: Arxiv.org

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