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基于分形理论的计算与转化神经科学研究:综述

Computational and Translational Fractal-Based Analysis in the Translational Neurosciences: An Overview.

机构信息

Computational NeuroSurgery (CNS) Lab & Macquarie Neurosurgery, Macquarie Medical School, Faculty of Medicine, Human and Health Sciences, Macquarie University, Sydney, NSW, Australia.

出版信息

Adv Neurobiol. 2024;36:781-793. doi: 10.1007/978-3-031-47606-8_39.

Abstract

After the previous sections on "Fractals: What and Why?," the last section of this book covers the software tools necessary to perform computational fractal-based analysis, with special emphasis on its applications into the neurosciences. The use of ImageJ and MATLAB, as well as other software packages, is reviewed. The current and future applications of fractal modeling in bioengineering and biotechnology are discussed as well. Perspectives on the translation of merging fractals with artificial intelligence-based methods with the final aim of pattern discrimination in neurological diseases by means of a unified fractal model of the brain are also given. Moreover, some new translational applications of fractal analysis to the neurosciences are presented, including eye tracking analysis, cognitive neuroscience, and music.

摘要

在上一节“分形:是什么和为什么?”之后,本书的最后一节涵盖了进行基于计算的分形分析所需的软件工具,特别强调了其在神经科学中的应用。还回顾了 ImageJ 和 MATLAB 以及其他软件包的使用。讨论了分形建模在生物工程和生物技术中的当前和未来应用。还介绍了将分形与基于人工智能的方法相结合的视角,最终目标是通过大脑的统一分形模型来区分神经疾病中的模式。此外,还介绍了分形分析在神经科学中的一些新的转化应用,包括眼动追踪分析、认知神经科学和音乐。

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