Haitao Liu

When Gaussian Process Meets Big Data: A Review of Scalable GPs

2020 · IEEE Transactions on Neural Networks and Learning Systems

The vast quantity of information brought by big data as well as the evolving computer hardware encourages success stories in the machine learning community. In the meanwhile, it poses challenges for the Gaussian process regression …