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Data-Brain driven systematic human brain data analysis: A case study in numerical inductive reasoning centric investigation

机译:数据脑驱动的系统人脑数据分析:以数值归纳推理为中心的研究案例

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摘要

As a crucial step in understanding human intelligence, Brain Informatics (BI) focuses on thinking centric investigations of human cognitive functions with respect to multiple activated brain areas and neurobiological processes for a given task. Although it has been recognized that systematic human brain data analysis is an important issue of BI methodology, the existing expert-driven multi-aspect data analysis excessively depends on individual capabilities and cannot be widely adopted in BI community. In this paper, we propose a Data-Brain driven approach for systematic brain data analysis, which is implemented by using the Data-Brain, Data-Brain based BI provenances and Global Learning Scheme for BI. Furthermore, a human numerical inductive reasoning centric investigation is described to demonstrate significance and usefulness of the proposed approach. Such a Data-Brain driven approach reduces the dependency on individual capabilities and provides a practical way for realizing the systematic human brain data analysis of BI methodology.
机译:作为理解人类智能的关键步骤,大脑信息学(BI)专注于针对给定任务的多个激活的大脑区域和神经生物学过程,以思维为中心的人类认知功能研究。尽管已经认识到系统的人脑数据分析是BI方法学的重要问题,但是现有的专家驱动的多方面数据分析过分依赖于个人能力,因此无法在BI社区中广泛采用。在本文中,我们提出了一种由数据大脑驱动的方法来进行系统的大脑数据分析,该方法是通过使用数据大脑,基于数据大脑的BI出处和BI全局学习方案来实现的。此外,描述了以人类数值归纳推理为中心的研究,以证明所提出方法的重要性和实用性。这种由数据大脑驱动的方法减少了对单个功能的依赖,并为实现BI方法的系统人脑数据分析提供了一种实用的方法。

著录项

  • 来源
    《Cognitive Systems Research》 |2012年第2012期|p.17-32|共16页
  • 作者单位

    International WIC Institute, Beijing University of Technology, Beijing 100124, China;

    International WIC Institute, Beijing University of Technology, Beijing 100124, China Department of Life Science and Informatics, Maebashi Institute of Technology, 460-1 Kamisadori-Cho, Maebashi-City 371-0816, Japan, and the International WIC Institute Beijing University of Technology, Beijing 100124, China;

    International WIC Institute, Beijing University of Technology, Beijing 100124, China,Department of Radiology, Xuanwu Hospital, Capital Medical University, Beijing 100053, China;

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  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    data-brain; systematic human brain data analysis; provenance; brain informatics;

    机译:数据脑系统的人脑数据分析;出处脑信息学;

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