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Evolutionary-Intelligence authored Oct 15, 2024
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Expand Up @@ -163,7 +163,9 @@ for black-box optimization, though benchmarking is also very crucial for black-b
(**[SEPCMAES](https://github.com/Evolutionary-Intelligence/pypop/blob/main/pypop7/optimizers/es/sepcmaes.py)**)
[[Bäck et al., 2013](https://link.springer.com/book/10.1007/978-3-642-40137-4),
[Ros&Hansen, 2008, PPSN](https://link.springer.com/chapter/10.1007/978-3-540-87700-4_30)]
* ![c](https://img.shields.io/badge/**-c-blue.svg) Diagonal Decoding Covariance Matrix Adaptation (**[DDCMA](https://github.com/Evolutionary-Intelligence/pypop/blob/main/pypop7/optimizers/es/ddcma.py)**) [[Akimoto&Hansen, 2020, ECJ](https://direct.mit.edu/evco/article/28/3/405/94999/Diagonal-Acceleration-for-Covariance-Matrix)]
* ![c](https://img.shields.io/badge/**-c-blue.svg) Diagonal Decoding Covariance Matrix Adaptation
(**[DDCMA](https://github.com/Evolutionary-Intelligence/pypop/blob/main/pypop7/optimizers/es/ddcma.py)**)
[[Akimoto&Hansen, 2020, ECJ](https://direct.mit.edu/evco/article/28/3/405/94999/Diagonal-Acceleration-for-Covariance-Matrix)]
* ![c](https://img.shields.io/badge/**-c-blue.svg) Matrix Adaptation ES (**[MAES](https://github.com/Evolutionary-Intelligence/pypop/blob/main/pypop7/optimizers/es/maes.py)**) [[Beyer&Sendhoff, 2017, TEVC](https://ieeexplore.ieee.org/abstract/document/7875115/)]
* ![c](https://img.shields.io/badge/**-c-blue.svg) Fast Matrix Adaptation ES (**[FMAES](https://github.com/Evolutionary-Intelligence/pypop/blob/main/pypop7/optimizers/es/fmaes.py)**) [[Beyer, 2020, GECCO](https://dl.acm.org/doi/abs/10.1145/3377929.3389870); [Loshchilov et al., 2019, TEVC](https://ieeexplore.ieee.org/abstract/document/8410043)]
* ![c](https://img.shields.io/badge/**-c-blue.svg) Covariance Matrix Adaptation ES (**[CMAES](https://github.com/Evolutionary-Intelligence/pypop/blob/main/pypop7/optimizers/es/cmaes.py)**) [e.g. [Hansen, 2016](https://arxiv.org/abs/1604.00772); [Hansen et al., 2003, ECJ](https://direct.mit.edu/evco/article-abstract/11/1/1/1139/Reducing-the-Time-Complexity-of-the-Derandomized); [Hansen et al., 2001, ECJ](https://direct.mit.edu/evco/article-abstract/9/2/159/892/Completely-Derandomized-Self-Adaptation-in); [Hansen&Ostermeier, 1996, CEC](https://ieeexplore.ieee.org/abstract/document/542381)]
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