January 2020
Intermediate to advanced
346 pages
9h 8m
English
Content preview from Hands-On Genetic Algorithms with Python
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Artificial immune systems
Artificial immune systems (AIS) draw their inspiration from the characteristics of adaptive immune systems found in mammals. These systems are capable of identifying and learning new threats, as well as applying the acquired knowledge and responding faster the next time a similar threat is detected.
Recent AIS can be used in various machine learning and optimization tasks, and generally belong to one of the following three subfields:
- Clonal selection: Imitating the process by which the immune system selects the best cell to recognize and eliminate an antigen that enters the body. The cell is chosen out of a pool of preexisting cells with varying specificities, and once chosen, it is cloned to create a population ...
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