探索数学神经科学的前沿:一个全面的图书识别分析
Jais Kurian1, Dary John2, Pratheesh Mathew3
1Department of Mathematics, St. Stephen's College, Uzhavoor, Uzhavoor, IND.
Cureus
|November 11, 2024
概括
数学神经科学,混合数学和大脑科学,显示每年6.51%的增长. 关键趋势包括整合机器学习和人工智能 (AI) 以更深入地了解大脑.
科学领域:
- 综合数学建模,计算技术和神经科学的跨学科领域.
- 专注于理解大脑结构,功能和动态.
背景情况:
- 数学神经科学在1973年至2024年之间取得了显著的发展.
- 该领域表现出6.51%的持续年增长率.
研究的目的:
- 对数学神经科学中的研究趋势和发展进行全面的审查.
- 分析出版模式,共同作者网络和主题演变.
主要方法:
- 来自Scopus (727份审查的文档) 等来源的文献数据分析.
- 利用特定工具深入分析出版模式,共同撰写,关键词和主题演变.
- 确定了有影响力的作者,占主导地位的出版来源和活跃的国家.
主要成果:
- 该领域充满活力和协作,从1957年的来源有显著的贡献.
- 确定了关键的作者,出版物和在数学神经科学研究中领先的国家.
- 一个主要的新兴趋势是机器学习和人工智能 (AI) 与数学神经科学的整合.
结论:
- 数学神经科学研究的特点是具有动态和协作特征.
- 提供了对知识格局和该领域未来研究方向的见解.
- 强调了人工智能和机器学习集成日益重要.
相关概念视频
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Vision is the result of light being detected and transduced into neural signals by the retina of the eye. This information is then further analyzed and interpreted by the brain. First, light enters the front of the eye and is focused by the cornea and lens onto the retina—a thin sheet of neural tissue lining the back of the eye. Because of refraction through the convex lens of the eye, images are projected onto the retina upside-down and reversed.
Brain Imaging
Brain imaging technologies provide critical insights into both the structure and function of the human brain, enabling medical professionals and researchers to diagnose, study, and treat neurological disorders or psychiatric disorders more effectively.
These technologies include computerized axial tomography (CAT or CT scans), positron-emission tomography (PET scans), magnetic resonance imaging (MRI), functional magnetic resonance imaging (fMRI), and Transcranial Magnetic Stimulation (TMS).
These technologies include computerized axial tomography (CAT or CT scans), positron-emission tomography (PET scans), magnetic resonance imaging (MRI), functional magnetic resonance imaging (fMRI), and Transcranial Magnetic Stimulation (TMS).
Visual System
Light enters the eye through the cornea, a transparent, dome-shaped surface covering the surface of the eyeball that helps to direct and focus incoming light. This light is then channeled toward the pupil, an adjustable opening whose size is controlled by the iris. The iris, a pigmented muscle, regulates the amount of light entering the eye by contracting or dilating the pupil, thereby ensuring optimal light levels for clear vision.
Once through the pupil, the light passes through the lens, a...
Once through the pupil, the light passes through the lens, a...
Parallel Processing
The brain processes sensory information rapidly due to parallel processing, which involves sending data across multiple neural pathways at the same time. This method allows the brain to manage various sensory qualities, such as shapes, colors, movements, and locations, all concurrently. For instance, when observing a forest landscape, the brain simultaneously processes the movement of leaves, the shapes of trees, the depth between them, and the various shades of green. This enables a quick and...
Prosopagnosia
Prosopagnosia, also known as face blindness, is the inability to recognize faces. In severe cases, individuals with prosopagnosia may not recognize close family members, including parents and spouses, by their faces. For instance, someone with prosopagnosia might walk past their child in a crowd, only realizing their mistake upon noticing their child's distinctive backpack or favorite jacket. Prosopagnosia specifically impairs facial recognition, while the recognition of other objects or...


