97 citations · 117 across the 7 of their papers we have counts for
7 papers
MicroRec: Efficient Recommendation Inference by Hardware and Data Structure Solutions
Wenqi Jiang, Zhenhao He, Shuai Zhang +9
Deep neural networks are widely used in personalized recommendation systems. Unlike regular DNN inference workloads, recommendation inference is memory-bound due to the many random…
Distributed Training of Deep Learning Models: A Taxonomic Perspective
Matthias Langer, Zhen He, Wenny Rahayu +1
Distributed deep learning systems (DDLS) train deep neural network models by utilizing the distributed resources of a cluster. Developers of DDLS are required to make many decision…
Continuous Video to Simple Signals for Swimming Stroke Detection with Convolutional Neural Networks
Brandon Victor, Zhen He, Stuart Morgan +1
In many sports, it is useful to analyse video of an athlete in competition for training purposes. In swimming, stroke rate is a common metric used by coaches; requiring a laborious…
Extraction and Classification of Diving Clips from Continuous Video Footage
Aiden Nibali, Zhen He, Stuart Morgan +1
Due to recent advances in technology, the recording and analysis of video data has become an increasingly common component of athlete training programmes. Today it is incredibly ea…
Evaluating the Dynamic Behavior of Database Applications
Zhen He, Jérôme Darmont
This paper explores the effect that changing access patterns has on the performance of database management systems. Changes in access patterns play an important role in determining…
Boosting Moving Object Indexing through Velocity Partitioning
Thi Nguyen, Zhen He, Rui Zhang +1
There have been intense research interests in moving object indexing in the past decade. However, existing work did not exploit the important property of skewed velocity distributi…