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AI Glossary

The complete dictionary of Artificial Intelligence

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Clonal Selection Algorithm

Metaheuristic based on the biological principle of clonal selection where the most effective antibodies are cloned and mutated to improve antigen recognition.

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Idiotypic Network Theory

Theoretical model describing immune regulation through antibody interactions where each antibody can serve as an antigen for other antibodies.

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Artificial Antibodies

Candidate solutions in immune algorithms that represent entities recognizing and eliminating problematic antigens.

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Somatic Hypermutation

Genetic operator applying high-rate mutations to selected antibodies to explore the solution space.

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Affinity Maturation

Iterative process of progressive antibody improvement through cloning and mutation to increase their affinity with antigens.

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Danger Theory

Immune model where the response is triggered by danger signals rather than a simple self/non-self distinction.

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Artificial Immune Memory

Set of best solutions preserved between generations to accelerate convergence to optimal solutions.

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Immune Diversity

Maintenance of solution variety in the population to avoid premature convergence and effectively explore the search space.

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Artificial Immune Tolerance

Mechanism that allows the system to accept valid solutions while rejecting abnormal or undesired patterns.

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Immune Cell Cooperation

Mechanism where different types of artificial immune cells collaborate to improve the overall system performance.

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Artificial Adaptive Immune System

Architecture capable of dynamically adapting to changes in the problematic environment over time.

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Immune Pattern Recognition

Process of identification and classification of patterns based on antigen-antibody recognition mechanisms.

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