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guofei9987 committed Mar 13, 2021
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2 changes: 1 addition & 1 deletion README.md
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Expand Up @@ -458,7 +458,7 @@ print(best_x, best_y)
```


## Projects using scikit-opt
# Projects using scikit-opt


- [Heinrich, K., Zschech, P., Janiesch, C., & Bonin, M. (2021). Process data properties matter: Introducing gated convolutional neural networks (GCNN) and key-value-predict attention networks (KVP) for next event prediction with deep learning. Decision Support Systems, 113494.](https://www.sciencedirect.com/science/article/pii/S016792362100004X)
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2 changes: 1 addition & 1 deletion docs/en/README.md
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Expand Up @@ -438,7 +438,7 @@ print(best_x, best_y)
```


## Projects using scikit-opt
# Projects using scikit-opt


- [Heinrich, K., Zschech, P., Janiesch, C., & Bonin, M. (2021). Process data properties matter: Introducing gated convolutional neural networks (GCNN) and key-value-predict attention networks (KVP) for next event prediction with deep learning. Decision Support Systems, 113494.](https://www.sciencedirect.com/science/article/pii/S016792362100004X)
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16 changes: 10 additions & 6 deletions docs/en/_coverpage.md
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> Powerful Python module for Heuristic Algorithms
* Differential Evolution
* Genetic Algorithm
* Particle Swarm Optimization
* Simulated Annealing
* Ant Colony Algorithm
* Immune Algorithm
* [![PyPI](https://img.shields.io/pypi/v/scikit-opt)](https://pypi.org/project/scikit-opt/)
[![Build Status](https://travis-ci.com/guofei9987/scikit-opt.svg?branch=master)](https://travis-ci.com/guofei9987/scikit-opt)
[![codecov](https://codecov.io/gh/guofei9987/scikit-opt/branch/master/graph/badge.svg)](https://codecov.io/gh/guofei9987/scikit-opt)
[![License](https://img.shields.io/pypi/l/scikit-opt.svg)](https://github.com/guofei9987/scikit-opt/blob/master/LICENSE)
![Python](https://img.shields.io/badge/python->=3.5-green.svg)
![Platform](https://img.shields.io/badge/platform-windows%20|%20linux%20|%20macos-green.svg)
[![Downloads](https://pepy.tech/badge/scikit-opt)](https://pepy.tech/project/scikit-opt)
* Differential Evolution, Genetic Algorithm
* Particle Swarm Optimization, Simulated Annealing
* Ant Colony Algorithm, Immune Algorithm
* Artificial Fish Swarm Algorithm

[GitHub](https://github.com/guofei9987/scikit-opt/)
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6 changes: 3 additions & 3 deletions docs/en/speed_up.md
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Expand Up @@ -79,8 +79,8 @@ print('parallel mode, time costs: ', (datetime.datetime.now() - start_time).tota
```

output:
>common mode, time costs: 5.284991
vector mode, time costs: 0.608695
>common mode, time costs: 5.284991
vector mode, time costs: 0.608695
parallel mode, time costs: 1.114424

To compare the speed of **common** and **cached**:
Expand Down Expand Up @@ -116,7 +116,7 @@ print('cache mode, time costs: ', (datetime.datetime.now() - start_time).total_s
```

output:
>common mode, time costs: 6.29733
>common mode, time costs: 6.29733
cache mode, time costs: 0.308823


2 changes: 1 addition & 1 deletion docs/zh/README.md
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Expand Up @@ -444,7 +444,7 @@ best_x, best_y = afsa.run()
print(best_x, best_y)
```

## 使用本项目的论文
# 使用本项目的论文


- [Heinrich, K., Zschech, P., Janiesch, C., & Bonin, M. (2021). Process data properties matter: Introducing gated convolutional neural networks (GCNN) and key-value-predict attention networks (KVP) for next event prediction with deep learning. Decision Support Systems, 113494.](https://www.sciencedirect.com/science/article/pii/S016792362100004X)
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18 changes: 12 additions & 6 deletions docs/zh/_coverpage.md
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> 群体智能算法
* 差分进化算法
* 遗传算法
* 粒子群算法
* 模拟退火算法
* 蚁群算法
* 免疫优化算法
* [![PyPI](https://img.shields.io/pypi/v/scikit-opt)](https://pypi.org/project/scikit-opt/)
[![Build Status](https://travis-ci.com/guofei9987/scikit-opt.svg?branch=master)](https://travis-ci.com/guofei9987/scikit-opt)
[![codecov](https://codecov.io/gh/guofei9987/scikit-opt/branch/master/graph/badge.svg)](https://codecov.io/gh/guofei9987/scikit-opt)
[![License](https://img.shields.io/pypi/l/scikit-opt.svg)](https://github.com/guofei9987/scikit-opt/blob/master/LICENSE)
![Python](https://img.shields.io/badge/python->=3.5-green.svg)
![Platform](https://img.shields.io/badge/platform-windows%20|%20linux%20|%20macos-green.svg)
[![Downloads](https://pepy.tech/badge/scikit-opt)](https://pepy.tech/project/scikit-opt)
* 差分进化算法,遗传算法
* 粒子群算法,模拟退火算法
* 蚁群算法,免疫优化算法
* 鱼群算法

[GitHub](https://github.com/guofei9987/scikit-opt/)
[开始](zh/README)


6 changes: 3 additions & 3 deletions docs/zh/speed_up.md
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Expand Up @@ -74,8 +74,8 @@ print('parallel mode, time costs: ', (datetime.datetime.now() - start_time).tota
```

output:
>common mode, time costs: 5.284991
vector mode, time costs: 0.608695
>common mode, time costs: 5.284991
vector mode, time costs: 0.608695
parallel mode, time costs: 1.114424


Expand Down Expand Up @@ -111,7 +111,7 @@ print('cache mode, time costs: ', (datetime.datetime.now() - start_time).total_s
```

output:
>common mode, time costs: 6.29733
>common mode, time costs: 6.29733
cache mode, time costs: 0.308823


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