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- W2803204571 abstract "In order to scale standard Gaussian process (GP) regression to large-scale datasets, aggregation models employ factorized training process and then combine predictions from distributed experts. The state-of-the-art aggregation models, however, either provide inconsistent predictions or require time-consuming aggregation process. We first prove the inconsistency of typical aggregations using disjoint or random data partition, and then present a consistent yet efficient aggregation model for large-scale GP. The proposed model inherits the advantages of aggregations, e.g., closed-form inference and aggregation, parallelization and distributed computing. Furthermore, theoretical and empirical analyses reveal that the new aggregation model performs better due to the consistent predictions that converge to the true underlying function when the training size approaches infinity." @default.
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- W2803204571 date "2018-06-03" @default.
- W2803204571 modified "2023-09-27" @default.
- W2803204571 title "Generalized Robust Bayesian Committee Machine for Large-scale Gaussian Process Regression" @default.
- W2803204571 hasPublicationYear "2018" @default.
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