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07/21/2021
Adaptive Inducing Points Selection For Gaussian Processes
Gaussian Processes (GPs) are flexible non-parametric models with strong ...
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02/26/2020
Automated Augmented Conjugate Inference for Non-conjugate Gaussian Process Models
We propose automated augmented conjugate inference, a new inference meth...
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05/23/2019
Multi-Class Gaussian Process Classification Made Conjugate: Efficient Inference via Data Augmentation
We propose a new scalable multi-class Gaussian process classification ap...
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02/18/2018
Efficient Gaussian Process Classification Using Polya-Gamma Data Augmentation
We propose an efficient stochastic variational approach to GP classifica...
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07/18/2017