3 citations · 4 across the 3 of their papers we have counts for
4 papers
ByteStore: Hybrid Layouts for Main-Memory Column Stores
Pengfei Zhang, Ziqiang Feng, Eric Lo +1
The performance of main memory column stores highly depends on the scan and lookup operations on the base column layouts. Existing column-stores adopt a homogeneous column layout,…
Top-K Deep Video Analytics: A Probabilistic Approach
Ziliang Lai, Chenxia Han, Chris Liu +3
The impressive accuracy of deep neural networks (DNNs) has created great demands on practical analytics over video data. Although efficient and accurate, the latest video analytic…
High Performance Depthwise and Pointwise Convolutions on Mobile Devices
Pengfei Zhang, Eric Lo, Baotong Lu
Lightweight convolutional neural networks (e.g., MobileNets) are specifically designed to carry out inference directly on mobile devices. Among the various lightweight models, dept…
Towards Self-Tuning Parameter Servers
Chris Liu, Pengfei Zhang, Bo Tang +4
Recent years, many applications have been driven advances by the use of Machine Learning (ML). Nowadays, it is common to see industrial-strength machine learning jobs that involve…