47 citations · 141 across the 11 of their papers we have counts for
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cs.DB2017
Are Key-Foreign Key Joins Safe to Avoid when Learning High-Capacity Classifiers?
Vraj Shah, Arun Kumar, Xiaojin Zhu
Machine learning (ML) over relational data is a booming area of the database industry and academia. While several projects aim to build scalable and fast ML systems, little work ha…
cs.LG2017★ 13 cited
Tuple-oriented Compression for Large-scale Mini-batch Stochastic Gradient Descent
Fengan Li, Lingjiao Chen, Yijing Zeng +4
Data compression is a popular technique for improving the efficiency of data processing workloads such as SQL queries and more recently, machine learning (ML) with classical batch…