Taking the Human Out of the Loop: A Review of Bayesian Optimization
Proceedings of the IEEE, 2015. [All Versions]. [Preprint]. Big Data applications are typically associated with systems involving large numbers of users, massive complex software systems, and large-scale heterogeneous computing and storage architectures. The construction of such…
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A Tutorial on Bayesian Optimization arxiv.org
2018. [All Versions]. Bayesian optimization is an approach to optimizing objective functions that take a long time (minutes or hours) to evaluate. It is best-suited for optimization over continuous domains of less than 20 dimensions, and tolerates stochastic noise in function…
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Tutorial on Bayesian Optimisation for Machine Learning iro.umontreal.ca
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Computational rationality: A converging paradigm for intelligence in brains, minds, and machines gershmanlab.com
Science, 2015. [All Versions]. A comprehensive review on the rationality of Bayesian computational models.
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Bayesian Optimization github.com
A Python implementation of global optimization with gaussian processes.
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Human–machine collaboration for improving semiconductor process development nature.com
Nature, 2023. [All Versions]. [Nature News]. This work studies Bayesian optimization algorithms to investigate how artificial intelligence (AI) might decrease the cost of developing complex semiconductor chip processes. In particular, this work create a controlled virtual…
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Practical Bayesian Optimization of Machine Learning Algorithms proceedings.neurips.cc
NeurIPS'12, 2012. [All Versions]. The use of machine learning algorithms frequently involves careful tuning of learning parameters and model hyperparameters. Unfortunately, this tuning is often a “black art” requiring expert experience, rules of thumb, or sometimes brute-force…
AGI & CoCoSci › Papers > Bayesian Modeling > Bayesian Optimization: “Proceedings of the IEEE, 2015. [All Versions]. [Preprint]. Big Data applications are typically associated with systems involving large numbers of users, massive complex software systems, and large-scale heterogeneous computing and storage architectures. The construction of such…”