Computational intelligence (CI) is an offshoot of artificial intelligence. As an alternative to GOFAI it rather relies on heuristic algorithms such as in fuzzy systems, neural networks and evolutionary computation. In addition, computational intelligence also embraces techniques that use Swarm intelligence, Fractals and Chaos Theory, Artificial immune systems, Wavelets, etc.
Computational intelligence combines elements of learning, adaptation, evolution and Fuzzy logic (rough sets) to create programs that are, in some sense, intelligent. Computational intelligence research does not reject statistical methods, but often gives a complementary view (as is the case with fuzzy systems). Artificial neural networks is a branch of computational intelligence that is closely related to machine learning.
Computational intelligence is further closely associated with soft computing, connectionist systems and cybernetics.
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References
- Computational Intelligence: An Introduction by Andries Engelbrecht. Wiley & Sons. ISBN 0-470-84870-7
- Computational Intelligence: A Logical Approach by David Poole, Alan Mackworth, Randy Goebel. Oxford University Press. ISBN 0-19-510270-3
See also
- Simulated annealing
- Machine learning
- Artificial immune systems
- Expert systems
- Hybrid intelligent systems
- Hybrid logic
- Simulated reality
- Soft computing
- Bayesian networks
- Chaos theory
- Ant colony optimization
- Particle swarm optimisation
- Cognitive robotics
- Developmental robotics
- Evolutionary robotics
- Intelligent agents
- Knowledge-Based Engineering
- Type-2 fuzzy sets and systems
Remotely related topics:
- Bioinformatics and
Bioengineering - Computational finance and Computational economics
- Intelligent systems
- Emergence
- Data mining
- Concept mining
External links
Journals
- Computational Intelligence Journal
- International Journal of Computational Intelligence
- International Journal of Computational Intelligence Research
Software
- Computational Intelligence Library (CILib)
- OAT (Optimization Algorithm Toolkit): A set of standard computational intelligence optimization algorithms and problems in Java.
Organizations
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