The paper extends REMBO to multiple random embeddings modeled jointly by an index-conditioned product-kernel Gaussian process, but provides no empirical evidence that the method works.
Hyperopt: A python library for optimizing the hyperparameters of machine learning algorithms,
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Adaptive Linear Embedding for Nonstationary High-Dimensional Optimization
The paper extends REMBO to multiple random embeddings modeled jointly by an index-conditioned product-kernel Gaussian process, but provides no empirical evidence that the method works.