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The knowledge instinct, cognitive algorithms, modeling of languageand cultural evolution

机译:知识本能,认知算法,语言和文化进化建模

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The talk discusses mechanisms of the mind and their engineering applications. The past attempts at designing "intelligent systems" encountered mathematical difficulties related to algorithmic complexity. The culprit turned out to be logic, which in one way or another was used not only in logic rule systems, but also in statistical, neural, and fuzzy systems. Algorithmic complexity is related to Godel's theory, a most fundamental mathematical result. These difficulties were overcome by replacing logic with a dynamic process "from vague to crisp," dynamic logic. It leads to algorithms overcoming combinatorial complexity, and resulting in orders of magnitude improvement in classical problems of detection, tracking, fusion, and prediction in noise. I present engineering applications to pattern recognition, detection, tracking, fusion, financial predictions, and Internet search engines. Mathematical and engineering efficiency of dynamic logic can also be understood as cognitive algorithm, which describes fundamental property of the mind, the knowledge instinct responsible for all our higher cognitive functions: concepts, perception, cognition, instincts, imaginations, intuitions, emotions, including emotions of the beautiful. I present our latest results in modeling evolution of languages and cultures, their interactions in these processes, and role of music in cultural evolution. Experimental data is presented that support the theory. Future directions are outlined.
机译:演讲讨论了心理机制及其工程应用。过去设计“智能系统”的尝试遇到了与算法复杂性有关的数学难题。罪魁祸首是逻辑,以一种或另一种方式不仅用于逻辑规则系统,而且还用于统计,神经和模糊系统。算法的复杂性与Godel的理论有关,这是最基本的数学结果。通过用动态过程“从模糊到清晰”的动态逻辑代替逻辑,可以克服这些困难。它导致算法克服组合复杂性,并导致噪声检测,跟踪,融合和预测等经典问题的数量级提高。我介绍了工程应用,以用于模式识别,检测,跟踪,融合,财务预测和Internet搜索引擎。动态逻辑的数学和工程效率也可以理解为认知算法,它描述了思维的基本属性,负责我们所有高级认知功能的知识本能:概念,感知,认知,本能,想象力,直觉,情绪(包括情绪)的美丽。我介绍了我们在建模语言和文化的演变,它们在这些过程中的相互作用以及音乐在文化进化中的作用方面的最新结果。提出了支持该理论的实验数据。概述了未来的方向。

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