36 citations · 39 across the 5 of their papers we have counts for
6 papers
Multi-view Alignment and Generation in CCA via Consistent Latent Encoding
Yaxin Shi, Yuangang Pan, Donna Xu +1
Multi-view alignment, achieving one-to-one correspondence of multi-view inputs, is critical in many real-world multi-view applications, especially for cross-view data analysis prob…
Probabilistic CCA with Implicit Distributions
Yaxin Shi, Yuangang Pan, Donna Xu +1
Canonical Correlation Analysis (CCA) is a classic technique for multi-view data analysis. To overcome the deficiency of linear correlation in practical multi-view learning tasks, v…
A Survey on Multi-output Learning
Donna Xu, Yaxin Shi, Ivor W. Tsang +3
Multi-output learning aims to simultaneously predict multiple outputs given an input. It is an important learning problem due to the pressing need for sophisticated decision making…
Label Embedding with Partial Heterogeneous Contexts
Yaxin Shi, Donna Xu, Yuangang Pan +2
Label embedding plays an important role in many real-world applications. To enhance the label relatedness captured by the embeddings, multiple contexts can be adopted. However, the…
Online Product Quantization
Donna Xu, Ivor W. Tsang, Ying Zhang
Approximate nearest neighbor (ANN) search has achieved great success in many tasks. However, existing popular methods for ANN search, such as hashing and quantization methods, are…
On inferring structural connectivity from brain functional-MRI data
Somwrita Sarkar, Sanjay Chawla, Donna Xu
The anatomical structure of the brain can be observed via non-invasive techniques such as diffusion imaging. However, these are imperfect because they miss connections that are act…