Robust Query Optimization Methods With Respect to Estimation Errors

Author:

Yin Shaoyi1,Hameurlain Abdelkader1,Morvan Franck1

Affiliation:

1. IRIT Laboratory, Paul Sabatier University, France

Abstract

The quality of a query execution plan chosen by a Cost-Based Optimizer (CBO) depends greatly on the estimation accuracy of input parameter values. Many research results have been produced on improving the estimation accuracy, but they do not work for every situation. Therefore, "robust query optimization" was introduced, in an effort to minimize the sub-optimality risk by accepting the fact that estimates could be inaccurate. In this survey, we aim to provide an overview of robust query optimization methods by classifying them into different categories, explaining the essential ideas, listing their advantages and limitations, and comparing them with multiple criteria.

Publisher

Association for Computing Machinery (ACM)

Subject

Information Systems,Software

Cited by 17 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. RobOpt: A Tool for Robust Workload Optimization Based on Uncertainty-Aware Machine Learning;Companion of the 2024 International Conference on Management of Data;2024-06-09

2. Robust Query Optimization in the Era of Machine Learning: State-of-the-Art and Future Directions;2024 IEEE 40th International Conference on Data Engineering (ICDE);2024-05-13

3. RelJoin: Relative-cost-based selection of distributed join methods for query plan optimization;Information Sciences;2024-02

4. Rethink Query Optimization in HTAP Databases;Proceedings of the ACM on Management of Data;2023-12-08

5. Tempura: a general cost-based optimizer framework for incremental data processing (Journal Version);The VLDB Journal;2023-03-20

同舟云学术

1.学者识别学者识别

2.学术分析学术分析

3.人才评估人才评估

"同舟云学术"是以全球学者为主线,采集、加工和组织学术论文而形成的新型学术文献查询和分析系统,可以对全球学者进行文献检索和人才价值评估。用户可以通过关注某些学科领域的顶尖人物而持续追踪该领域的学科进展和研究前沿。经过近期的数据扩容,当前同舟云学术共收录了国内外主流学术期刊6万余种,收集的期刊论文及会议论文总量共计约1.5亿篇,并以每天添加12000余篇中外论文的速度递增。我们也可以为用户提供个性化、定制化的学者数据。欢迎来电咨询!咨询电话:010-8811{复制后删除}0370

www.globalauthorid.com

TOP

Copyright © 2019-2024 北京同舟云网络信息技术有限公司
京公网安备11010802033243号  京ICP备18003416号-3