Why Tensors?

Tensors provide a more natural and richer representation of the multi-dimensional physical world, and thus have great potentials to increase statistical and computational efficiency, and facilitate insightful scientific, social and economic discoveries, which cannot be achieved by the classic multivariate, or vector-based, statistical methods.

Tensor Unsupervised Learning

Tensor Supervised Learning

Beyond …

During my Ph.D., I initiated this line of research, and you can find many of my recent papers on tensor learning on my Google Scholar page. We are actively engaged in various related projects and would be delighted to discuss them further with you. If you are interested, please feel free to contact me without hesitation.