2023/05/31 by Yuxin Tang, Zhimin Ding, Tang, Yuxin +9
Computer Science · #Data Mining Algorithms and Applications #Advanced Database Systems and Queries #Semantic Web and Ontologies
paper · pdf · doi:10.48550/arxiv.2306.00088
The relational data model was designed to facilitate large-scale data management and analytics. We consider the problem of how to differentiate computations expressed relationally. We show experimentally that a relational engine running an auto-differentiated relational algorithm can easily scale to very large datasets, and is competitive with state-of-the-art, special-purpose systems for large-scale distributed machine learning.