2023

Shekelyan, Michael, Cormode, Graham, Ma, Qingzhi, Shanghooshabad, A. M. and Triantafillou, Peter (2023) Streaming weighted sampling over join queries. In: 26th International Conference on Extending Database Technology (EDBT) 2023, Ioannina, Greece, 28-31 Mar 2023. Published in: Proceedings of the 26th International Conference on Extending Database Technology (EDBT) 2023, March 2023. ISBN 9783893180936. doi:10.48786/edbt.2023.24 ISSN 2367-2005. (In Press)

2022

Ma, Qingzhi and Triantafillou, Peter (2022) Query-centric regression. Information Systems, 104 . 101736. doi:10.1016/j.is.2021.101736 ISSN 0306-4379.

2021

Ma, Qingzhi (2021) Approximate query processing using machine learning. PhD thesis, University of Warwick.

Ma, Qingzhi, Shanghooshabad, Ali M., Almasi, Mehrdad, Kurmanji, Meghdad and Triantafillou, Peter (2021) Learned approximate query processing : make it light, accurate and fast. In: Conference on Innovative Data Systems, (CIDR21), Virtual conference, 12-15 Jan 2021. Published in: Conference on Innovative Data Systems, (CIDR21)

2020

Ma, Qingzhi and Triantafillou, Peter (2020) Query-centric regression for In-DBMS analytics. In: DOLAP 2020 Design, Optimization, Languages and Analytical Processing of Big Data, Copenhagen, Denmark, 30 Mar 2020. Published in: Proceedings of the 22nd International Workshop on Design, Optimization, Languages and Analytical Processing of Big Data co-located with EDBT/ICDT 2020 Joint Conference (EDBT/ICDT 2020), 2572 pp. 16-25. ISSN 1613-0073.