8 citations · 16 across the 4 of their papers we have counts for
4 papers
GraphLake: A Purpose-Built Graph Compute Engine for Lakehouse
Shige Liu, Songting Chen, Chengjie Qin +2
In this paper, we introduce GraphLake, a purpose-built graph compute engine for Lakehouse. GraphLake is built on top of the commercial graph database TigerGraph. It maps Lakehouse…
Dot-Product Join: An Array-Relation Join Operator for Big Model Analytics
Chengjie Qin, Florin Rusu
Big Model analytics tackles the training of massive models that go beyond the available memory of a single computing device, e.g., CPU or GPU. It generalizes Big Data analytics whi…
Speculative Approximations for Terascale Analytics
Chengjie Qin, Florin Rusu
Model calibration is a major challenge faced by the plethora of statistical analytics packages that are increasingly used in Big Data applications. Identifying the optimal model pa…
PF-OLA: A High-Performance Framework for Parallel On-Line Aggregation
Chengjie Qin, Florin Rusu
Online aggregation provides estimates to the final result of a computation during the actual processing. The user can stop the computation as soon as the estimate is accurate enoug…