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Applications of Nature-Inspired Intelligence in Finance

机译:自然启发智力在金融中的应用

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A great variety of complex real-life problems can be sufficiently solved by intelligent nature-inspired methods which can be considered part of artificial or computational intelligence. These newly introduced techniques have proven their important role on many successful implementations, mostly related to optimization problems. The basic reason for their success is that they imitate the way that real-life networks and other biological systems function and evolve in order to solve problems in different domains. Such systems can be found in the human brain (neurons), or can be observed in the natural world in the form of ant colonies, flocks of birds, as well as in other examples taken from the microcosm such as the human immune system. In this paper, we try to briefly present popular nature-inspired techniques, ant colony optimization and particle swarm optimization, and also to clarify the significance and appropriateness of nature-inspired intelligent approaches for solving complex financial optimization problems. A short discussion in included for a number of selected financial decision making applications, i.e. forecasting of financial distress, multi-stage portfolio optimization, credit scoring, investment decisions and capital investment planning.
机译:各种复杂的现实问题可以通过智能性质启发方法充分解决,可以被视为人为或计算智能的一部分。这些新引进的技术已经证明了对许多成功实施的重要作用,主要与优化问题相关。他们成功的基本原因是他们模仿现实网络和其他生物系统功能和发展的方式,以解决不同领域的问题。这些系统可以在人体脑(神经元)中发现,或者可以在蚁群,鸟类群​​形式的自然界中观察到,以及从诸如人类免疫系统的微观的其他实例中。在本文中,我们尝试简要介绍流行的自然启发技术,蚁群优化和粒子群优化,以及阐明自然启发智能方法的重要性和适当的解决,以解决复杂的财务优化问题。在一些选定的财务决策申请中包含的简短讨论,即金融困境,多阶段投资组合优化,信用评分,投资决策和资本投资规划的预测。

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