Keel (software)
Encyclopedia
KEEL is a suite of machine learning
software tools, developed under the Spanish National Project TIC2002-04036-C05, TIN2005-08386-C05 and TIN2008-06681-C06.
The implemented programs are applied in wide research and educational goals such as evolutionary fuzzy rule learning, Mamdani rule tuning, genetic artificial neural networks and Learning Classifier Systems .
Machine learning
Machine learning, a branch of artificial intelligence, is a scientific discipline concerned with the design and development of algorithms that allow computers to evolve behaviors based on empirical data, such as from sensor data or databases...
software tools, developed under the Spanish National Project TIC2002-04036-C05, TIN2005-08386-C05 and TIN2008-06681-C06.
Description
KEEL is designed for solving data mining problems and assessing evolutionary algorithms. It has a collection of libraries for preprocessing and post-processing techniques for data manipulating, soft-computing methods in knowledge of extracting and learning, and providing scientific and research methods.The implemented programs are applied in wide research and educational goals such as evolutionary fuzzy rule learning, Mamdani rule tuning, genetic artificial neural networks and Learning Classifier Systems .
See also
- Fuzzy control systemFuzzy control systemA fuzzy control system is a control system based on fuzzy logic—a mathematical system that analyzes analog input values in terms of logical variables that take on continuous values between 0 and 1, in contrast to classical or digital logic, which operates on discrete values of either 1 or 0 .-...
- Evolutionary AlgorithmEvolutionary algorithmIn artificial intelligence, an evolutionary algorithm is a subset of evolutionary computation, a generic population-based metaheuristic optimization algorithm. An EA uses some mechanisms inspired by biological evolution: reproduction, mutation, recombination, and selection...
- Soft computingSoft computingSoft computing is a term applied to a field within computer science which is characterized by the use of inexact solutions to computationally-hard tasks such as the solution of NP-complete problems, for which an exact solution cannot be derived in polynomial time.-Introduction:Soft Computing became...