Genetic Algorithm

Concept and definition

Genetic Algorithm

What is Genetic Algorithm?

A genetic algorithm is a search and optimisation technique inspired by evolutionary theory and genetics. In essence, a genetic algorithm is a problem-solving technique that uses genetic operations such as selection, crossover and mutation to generate a population of candidate solutions and evolve them over time to find an optimal solution.

In simpler terms, a genetic algorithm can be thought of as an optimisation technique that mimics biological evolution in which the candidate solutions are the "individuals" competing for survival and reproduction in a given environment. The algorithm uses genetic operations to generate a new generation of candidate solutions, which are evaluated in terms of their adaptation to the environment, and the process is repeated until an acceptable solution is found.

Evolutionary algorithms is a broader term that refers to a set of search and optimisation techniques based on biological evolution. Genetic algorithms are one of the most popular and widely used evolutionary algorithm techniques. However, there are other evolutionary algorithm techniques, such as evolutionary programming, evolutionary strategy and genetic programming, which differ in the genetic operations they use and how they evolve candidate solutions.

« Back to glossary

Do you want to get in touch?

CDRs contain data that a telecommunications company collects about phone calls, such as time and length of call. This data can be used in analytical applications.
Fill the form
Share:
How does semantic technology work?�

To know how semantic technology works, the first thing you need to know is that it is responsible for helping artificial intelligence systems [...]

Read More »
Why Machine Learning (ML) is so popular in the 21st Century

The term artificial intelligence (AI) is nowadays, but it was invented in 1956 by John McCarthy, Marvin Minsky and Claude Shannon in the famous [...]

Read More »
The Digital Word-of-Mouth Effect: How Customer Reviews Impact Purchasing Decisions

In today's digital age, online customer reviews and comments have become a key factor influencing purchasing decisions.

Read More »
BNPL - Buy Now Pay Later

The fad coming from the USA that will force the incorporation of AI in the process Surely it is only recently that we have started to hear a new concept in [...]

Read More »
See more entries
© Gamco 2021, All Rights Reserved - Legal notice - Privacy - Cookies