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Update README.md
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Evolutionary-Intelligence authored Dec 5, 2024
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Expand Up @@ -105,10 +105,10 @@ particular instances of problems.](https://tinyurl.com/4yccr5k8)"---**Yurii Nest
"[Optimization algorithms are often designed for a specific type of search space, exploiting
its specific structure.](https://www.jmlr.org/papers/volume18/14-467/14-467.pdf)"

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* ![lso](https://img.shields.io/badge/***-lso-orange.svg): indicates the specific BBO version for
**LSO** (e.g., dimension > 100, but not an absolutely deterministic number, depending upon
problems and time),
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* ![lso](https://img.shields.io/badge/***-lso-orange.svg): indicates the specific BBO version
in particular for **LSO** (e.g., dimension >> 100, but not an absolutely deterministic
number, depending upon the concrete problem and time),
* ![c](https://img.shields.io/badge/**-c-blue.svg): indicates the **competitive** or **de facto**
BBO version for *small- or medium-dimensional* problems (though it may also work well under
some certain LSO circumstances),
Expand All @@ -120,7 +120,7 @@ Note that this above classification based on only the dimension of objective fun
very rough* estimation for **algorithm selection**. In practice, perhaps the **simplest** way to
algorithm selection is **trial-and-error**. Otherwise, you can try more advanced [Automated
Algorithm Selection](https://doi.org/10.1162/evco_a_00242) techniques.
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Clearly, this is an **algorithm-centric** rather than benchmarking-centric Python library only
for black-box optimization, though proper benchmarking is also crucial for BBO, as shown below.
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