Optimizing Data AnalyticsWorkflows through User-driven Experimentation

被引:0
|
作者
Rajenthiram, Keerthiga [1 ]
机构
[1] Vrije Univ Amsterdam, Amsterdam, Netherlands
关键词
Data Analytics; Optimization; Human in the loop; Experimentation;
D O I
10.1145/3644815.3644971
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In the Big Data era, efficient data analytics workflows are imperative to extract useful and meaningful insights. Data analysts and scientists spend an inordinate amount of time finding the best workflow via trial and error to get accurate and meaningful results that meet their expectations. We propose an Experimentation Engine that selects and optimizes the best workflow variant through continuous experimentation and having the user in the loop. Experimentation Engine saves time finding the workflow that satisfies the user requirements and provides accurate, useful and trustworthy results.
引用
收藏
页码:253 / 255
页数:3
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