322 citations · 1k across the 47 of their papers we have counts for
8 papers · 1 filter
End-to-End Data Visualization by Metric Learning and Coordinate Transformation
Lilei Zheng, Ying Zhang, Stefan Duffner +3
This paper presents a deep nonlinear metric learning framework for data visualization on an image dataset. We propose the Triangular Similarity and prove its equivalence to the Cos…
Faster ARMA maximum likelihood estimation
A. Ian McLeod, Ying Zhang
A new likelihood based AR approximation is given for ARMA models. The usual algorithms for the computation of the likelihood of an ARMA model require flops per function eval…
Developments in Maximum Likelihood Unit Root Tests
Ying Zhang, H. Yu, A. I. McLeod
The exact maximum likelihood estimate (MLE) provides a test statistic for the unit root test that is more powerful \citep[p. 577]{Fuller96} than the usual least squares approach. I…
Recurrent Neural Networks With Limited Numerical Precision
Joachim Ott, Zhouhan Lin, Ying Zhang +2
Recurrent Neural Networks (RNNs) produce state-of-art performance on many machine learning tasks but their demand on resources in terms of memory and computational power are often…
Recurrent Neural Networks With Limited Numerical Precision
Joachim Ott, Zhouhan Lin, Ying Zhang +2
Recurrent Neural Networks (RNNs) produce state-of-art performance on many machine learning tasks but their demand on resources in terms of memory and computational power are often…
On Multiplicative Integration with Recurrent Neural Networks
Yuhuai Wu, Saizheng Zhang, Ying Zhang +2
We introduce a general and simple structural design called Multiplicative Integration (MI) to improve recurrent neural networks (RNNs). MI changes the way in which information from…
A Fast Order-Based Approach for Core Maintenance
Yikai Zhang, Jeffrey Xu Yu, Ying Zhang +1
Graphs have been widely used in many applications such as social networks, collaboration networks, and biological networks. One important graph analytics is to explore cohesive sub…
Stringer: Balancing Latency and Resource Usage in Service Function Chain Provisioning
Freddy C. Chua, Julie Ward, Ying Zhang +2
Network Functions Virtualization, or NFV, enables telecommunications infrastructure providers to replace special-purpose networking equipment with commodity servers running virtual…