统计和概率思维,神经科学和人工智能之间的桥梁

e-CUCBA Pub Date : 2023-06-29 DOI:10.32870/ecucba.vi20.297
J. E. Sagula
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引用次数: 0

摘要

这篇文章的中心是什么?在人脑中,所有意义上的本质、可非和有价值的东西汇集在一起,思想、发展和解决方案的种子在这里诞生,在解决冲突方面表现突出,许多时候具有复杂的特征,大脑通过思考绘制出以不同名称命名的基本和不太基本的不确定性解决理论的原因;认为随机作为一个广泛的学科,反映在大脑功能。在这篇综述中,中心学科汇集如:生物学、神经科学、基于不确定性的思想潮流和人工智能在模拟学习过程中的应用,通过生物启发的模型,如:神经网络、机器学习、深度学习、强化学习、智能体和多智能体理论、应用数学和不确定性解决理论。目的是解决冲突,基于复杂的思想,用多方法的方法,因为有跨学科的情况,需要跨学科的解决方案。大脑的不同概念,在提出和解决存在不确定性的问题,以提高智能决策。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Pensamiento estadístico y probabilístico, un puente entre neurociencias e inteligencia artificial
What is the epicenter of this article? It is the human brain, in which the essential, the dispensable and the valuable in all sensescome together, where the seeds of ideas, developments and solutions are born, with preeminence in the resolution of conflicts,many times with complex characteristics, reason by which the brain maps, through thought, labeled with different names, basic andnot so basic theories of uncertainty resolution; considering Stochastics as a wide-ranging discipline that is reflected in brainfunctioning. In this review, central disciplines converge such as: Biology, Neurosciences, currents of Thought based on Uncertaintyand Artificial Intelligence in the simulation of learning processes, through bio-inspired models such as: Neural Networks, MachineLearning, Deep Learning, Learning by Reinforcement, Agent and Multiagent Theory, Applied Mathematics and UncertaintyResolution Theories. The purpose is conflict resolution, based on Complex Thought, with a multi-methodological approach, sincethere are interdisciplinary situations that require transdisciplinary solutions. The different conceptions of the Brain, in the posingand solving of problems with the presence of uncertainty, in order to improve intelligent decision making.
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