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:
Cloud solutions for SMEs

Cloud computing services or solutions, whether in Spain or anywhere else in the world, are infrastructures, platforms or systems that are used in the cloud.

Read More »
How to increase a company's sales

All businesses usually plan for annual growth, although not all of them achieve it. Increasing the sales of a company in 2022 is [...]

Read More »
Types of analysis performed with Big Data

Big data analytics is the process of analyzing large and complex data sources to uncover trends, patterns, customer behaviors, and other data sources [...]

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