多源数据与信息融合中的计算智能

T. Tagarev, Petya I. Ivanova
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引用次数: 5

摘要

二十世纪最后几十年信息技术的迅速发展为提高人类活动几乎每一个领域的效率创造了机会。越来越强大的计算机的使用有助于更好地理解许多社会、经济、物理和生理现象的本质。有些令人惊讶的是,数据收集和信息处理能力的增加并不一定会增加我们定义因果关系和预测现实世界过程发展的能力。计算机帮助我们抛弃了某些范式,揭示了非线性行为和复杂相互作用的一些特征。然而,我们分析、建模和预测的能力仍然相当有限。已经提出了许多方法,将计算机处理的能力与模仿生物处理和人类智力的尝试相结合。最近出现了一个新的框架——计算智能(CI)。将CI方法应用于融合来自多个来源的数据和信息的问题具有巨大的潜力,但尚未完全发现。
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Computational Intelligence in Multi-Source Data and Information Fusion
The rapid development of information technologies in the last decades of the twentieth century created opportunities to increase the effectiveness in practically every area of human activity. The use of ever more powerful computers contributed to a better understanding of the nature of many social, economic, physical and physiological phenomena. Somewhat surprising was the discovery that the increase of data collection and information processing power does not necessarily increase our ability to define cause-effect relationships and to predict the development of realworld processes. Computers helped us to discard certain paradigms and to reveal some characteristics of nonlinear behavior and complex interaction. Nevertheless, our abilities to analyze, model, and predict is still rather limited. A number of methods have been proposed that combine the power of computer processing with attempts to imitate biological processing and human intellect. A new framework recently emerged – computational intelligence (CI). The application of CI methods to the problem of fusing data and information from multiple sources has significant potential, not yet fully discovered.
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