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

Optimization for active learning-based interactive database exploration

Autores: Enhui Huang, Liping Peng, Luciano Di Palma, Ahmed Abdelkafi, Anna Liu, Yanlei Diao
Publicado en: Proceedings of the VLDB Endowment, Edición 12(1), 2018, Página(s) pp 71–84, ISSN 2150-8097
Editor: VLDB Endowment
DOI: 10.14778/3275536.3275542

An analysis of query-agnostic sampling for interactive data exploration

Autores: Wenzhao Liu, Yanlei Diao, Anna Liu
Publicado en: Communications in Statistics - Theory and Methods, Edición 47 (16), 2018, Página(s) pp. 3820-3837, ISSN 0361-0926
Editor: Marcel Dekker Inc.
DOI: 10.1080/03610926.2017.1363231

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

Autores: Vincent Jacob, Fei Song, Arnaud Stiegler, Bijan Rad, Yanlei Diao, Nesime Tatbul.
Publicado en: Proceedings of VLDB Endowment (PVLDB), Edición 14(11), 2021, Página(s) 2613-2626, ISSN 2150-8097
Editor: VLDB Endowment
DOI: 10.14778/3476249.3476307

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

Autores: Lyu, Chenghao; Fan, Qi; Song, Fei; Sinha, Arnab; Diao, Yanlei; Chen, Wei; Ma, Li; Feng, Yihui; Li, Yaliang; Zeng, Kai; Zhou, Jingren
Publicado en: Proceedings of the VLDB Endowment, Edición 15(11), 2022, Página(s) 3098-3111, ISSN 2150-8097
Editor: VLDB Endowment
DOI: 10.14778/3551793.3551855

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

Autores: Luciano Di Palma, Yanlei Diao, Anna Liu
Publicado en: ACM Transactions on Knowledge Discovery from Data, Edición 18(3), 2024, Página(s) pp 1–49, ISSN 1556-4681
Editor: Special Interest Group on Computer Graphics, Association for Computing Machinery
DOI: 10.1145/3637443

Efficient and robust active learning methods for interactive database exploration

Autores: Enhui Huang, Yanlei Diao, Anna Liu, Lipeng Peng, Luciano Di Palma
Publicado en: The VLDB Journal, Edición 32(5), 2023, Página(s) 1-26, ISSN 0949-877X
Editor: Springer
DOI: 10.1007/s00778-023-00816-x

Spade: A Modular Framework for Analytical Exploration of RDF Graphs

Autores: Yanlei Diao, Pawel Guzewicz, Ioana Manolescu, Mirjana Mazuran
Publicado en: Proceedings of the VLDB Endowment, Edición 12(12), 2019, Página(s) pp 1926–1929, ISSN 2150-8097
Editor: VLDB Endowment
DOI: 10.14778/3352063.3352101

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

Autores: Vincent Jacob, Fei Song, Arnaud Stiegler, Bijan Rad, Yanlei Diao, Nesime Tatbul.
Publicado en: Proceedings of VLDB Endowment (PVLDB), Edición 14(12), 2021, Página(s) 2827-2830
Editor: PVLDB
DOI: 10.14778/3476311.3476355

Efficient Exploration of Interesting Aggregates in RDF Graphs.

Autores: Yanlei Diao, Pawel Guzewicz, Ioana Manolescu, Mirjana Mazuran.
Publicado en: Proceedings of the ACM SIGMOD Conference (SIGMOD), 2021, Página(s) 392-404
Editor: ACM

Anomaly Detection and Explanation Discovery on Event Streams

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

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

Autores: Fei Song, Yanlei Diao, Jesse Read, Arnaud Stiegler, Albert Bifet
Publicado en: 2018 IEEE International Conference on Data Mining Workshops (ICDMW), 2018, Página(s) 1435-1440, ISBN 978-1-5386-9288-2
Editor: IEEE
DOI: 10.1109/icdmw.2018.00204

UDAO: A Next-Generation Unified Data Analytics Optimizer.

Autores: Khaled Zaouk, Fei Song, Chenghao Lyu, Arnab Sinha, Yanlei Diao, Prashant J. Shenoy
Publicado en: Proceedings of Very Large Databases, Edición 12(12), 2019, Página(s) 1934-1937
Editor: VLDB Endowment

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

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

Explainable anomaly detection on high-dimensional time series data.

Autores: Bijan Rad, Fei Song, Vincent Jacob, Yanlei Diao.
Publicado en: Proceedings of the 15th ACM Intl. Conf. on Distributed and Event-based Systems (DEBS)., 2021, Página(s) 2-14
Editor: ACM

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

Autores: Khaled Zaouk, Fei Song, Chenghao Lyu, Yanlei Diao.
Publicado en: 2021
Editor: Arxiv.org

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