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Artificial Immune Systems Package. |
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Package documentation / Documentação do pacote:
Summary:
Introduction
The AISP is a python package that implements artificial immune systems techniques, distributed under the GNU Lesser General Public License v3.0 (LGPLv3).
The package started in 2022 as a research package at the Federal Institute of Northern Minas Gerais - Salinas campus (IFNMG - Salinas).
Artificial Immune Systems (AIS) are inspired by the vertebrate immune system, creating metaphors that apply the ability to detect and catalog pathogens, among other features of this system.
Algorithms implemented:
- Negative Selection.
- Clonal Selection Algorithms.
- Dendritic Cells.
- Immune Network Theory.
Installation
The module requires installation of python 3.8.10 or higher.
Dependencies:
| Packages | Version |
|---|---|
| numpy | ≥ 1.22.4 |
| scipy | ≥ 1.8.1 |
| tqdm | ≥ 4.64.1 |
User installation
The simplest way to install AISP is using pip:
pip install aisp
Examples:
Example using the negative selection technique (nsa):
In the example present in this notebook, 500 random samples were generated, arranged in two groups, one for each class.
Below are some examples that use a database for classification with the Jupyter notebook tool.
Negative Selection:
- RNSA Application of negative selection techniques for classification using the Iris family flower database and Old Faithful Geyser:
- BNSA
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