Concepedia

Data-driven optimization for process systems engineering applications

Damien van de Berg, Thomas Savage, Panagiotis Petsagkourakis, Dongda Zhang, Nilay Shah, Ehecatl Antonio del Rio‐Chanona

Chemical Engineering Science · 2021 · 62 citations · 78 references

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Concepts

References

78

Adam: A Method for Stochastic Optimization

Diederik P. Kingma, Jimmy Ba · UvA-DARE (University of Amsterdam) · 2014 · 84.8K citations · Full text

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A Simplex Method for Function Minimization

J. A. Nelder, R. Mead · The Computer Journal · 1965 · 28.9K citations

, , +8

No free lunch theorems for optimization

David H. Wolpert, William G. Macready · IEEE Transactions on Evolutionary Computation · 1997 · 13.9K citations

, , +12

Efficient Global Optimization of Expensive Black-Box Functions

Donald R. Jones, Matthias Schonlau, William J. Welch · Journal of Global Optimization · 1998 · 7.8K citations

, , +10

Practical Bayesian Optimization of Machine Learning Algorithms

Jasper Snoek, Hugo Larochelle, Ryan P. Adams · arXiv (Cornell University) · 2012 · 5.7K citations · Full text

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