混合计算智能及其基本概念和最新进展

G. Dounias
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引用次数: 0

摘要

本章首先介绍了计算智能及其主要方法,然后对混合智能系统进行了定义,并讨论了最流行的混合智能方法。在过去十年中,混合智能系统的日益普及是这些系统在现实世界的各种复杂问题中取得广泛成功的结果,但也与计算技术能力的提高有关。这种成功的原因之一与计算智能组件(如机器学习、模糊逻辑、神经网络、遗传算法或其他智能算法和技术)所产生的协同作用有关。每个部分方法都提供了混合系统,具有互补的推理和搜索方法,允许使用领域知识和经验数据来解决复杂问题。本章包括混合计算智能领域的最新进展和新发现。
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Hybrid Computational Intelligence and the Basic Concepts and Recent Advances
In this chapter, computational intelligence and its major methodologies are introduced, and then hybrid intelligent systems are defined, and the most popular hybrid intelligent approaches are discussed. The increased popularity of hybrid intelligent systems during the last decade is the result of the extensive success of these systems in a wide range of real-world complex problems, but also has to do with the increased capabilities of computational technology. One of the reasons for this success has to do with the synergy derived by the computational intelligent components, such as machine learning, fuzzy logic, neural networks, genetic algorithms, or other intelligent algorithms and techniques. Each of the partial methodologies provides hybrid systems with complementary reasoning and searching methods that allow the use of domain knowledge and empirical data to solve complex problems. The chapter includes recent advances and new findings in the area of hybrid computational intelligence.
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来源期刊
Foundations and Trends in Human-Computer Interaction
Foundations and Trends in Human-Computer Interaction Computer Science-Computer Science Applications
CiteScore
10.10
自引率
0.00%
发文量
2
期刊介绍: Foundations and Trends® in Human-Computer Interaction publishes surveys and tutorials in the following topics: - History of the research community - Design and Evaluation - Theory - Technology - Computer Supported Cooperative Work - Interdisciplinary influence - Advanced topics and trends - Information visualization
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