100 citations
- Scuola Normale SuperioreIT15 papers
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stat.ML2014★ 43 cited
Nested Variational Compression in Deep Gaussian Processes
James Hensman, Neil D. Lawrence
Deep Gaussian processes provide a flexible approach to probabilistic modelling of data using either supervised or unsupervised learning. For tractable inference approximations to t…
cs.DC2014★ 25 cited
Gaussian Process Models with Parallelization and GPU acceleration
Zhenwen Dai, Andreas Damianou, James Hensman +1
In this work, we present an extension of Gaussian process (GP) models with sophisticated parallelization and GPU acceleration. The parallelization scheme arises naturally from the…