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Development of 3 dimensional medical image diagnosis system using artificial intelligence

Development of 3 dimensional medical image diagnosis system using artificial intelligence
利用人工智能开发3维医学图像诊断系统
批准号:
22560403
负责人:
KONDO Tadashi
金额:
$1.41万
依托单位:
依托单位国家:
日本
项目类别:
Grant-in-Aid for Scientific Research (C)
财政年份:
2010
资助国家:
日本
项目状态:
已结题
起止时间:
2010 至 2012

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中文摘要
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英文摘要
In this study, three dimensional medical image diagnosissystem using artificial intelligence was developed. The artificial intelligence developed in this study, are the revised GMDH-type neural network algorithms and these algorithms can automatically organize the optimum artificial neural network architectures fitting the complexity of the medical images using X-ray CT images. In the conventional GMDH-type neural network algorithms, multi-colinearity occurred and prediction values become unstable. In the revised GMDH-type neural network algorithms developed in this study, the principal component-regression analysis is used and multi-colinearity does not occur and accurate prediction values are obtained. The revised GMDH-typeneural networks ware applied to medical image diagnosis of the lung cancer and the results were compared with the conventional sigmoid function neural network trained using the back propagation method and it was shown that these algorithms were useful for medical image diagnosisof the lung cancer.
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A new multi-layered GMDH-type neural network algorithm using principal component-regression analysis
一种新的基于主成分回归分析的多层GMDH型神经网络算法
DOI: --
发表时间: 2012
期刊: Proceedings of the 43th ISCIE International Symposium on Stochastic Systems Theory and Its Applications
影响因子: --
作者: [Tadashi Kondo, Junji Ueno and Schoichiro Takao]
通讯作者: Junji Ueno and Schoichiro Takao
Revised GMDH-type neural network using principal component-regression analysis
使用主成分回归分析修正 GMDH 型神经网络
DOI: --
发表时间: 2011
期刊: Proceedings of SICE annual conference 2011
影响因子: --
作者: [Takuya Kurihara, Kenya Jin'no, Tadashi Kondo and Junji Ueno]
通讯作者: Tadashi Kondo and Junji Ueno
DOI: 10.1109/isic.2010.5612889
发表时间: 2010-10
期刊: 2010 IEEE International Symposium on Intelligent Control
影响因子: --
作者: [T. Kondo;J. Ueno]
通讯作者: T. Kondo;J. Ueno
DOI: --
发表时间: 2012
期刊: Proceedings of 13thACIS international conference on software engineering, artificial intelligence, networking and parallel distributed computing (SNPD2012)
影响因子: --
作者: [Kondo T., et al]
通讯作者: et al
19
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    • 批准号:
      26420421
    • 项目类别:
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    • 项目类别:
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    • 项目类别:
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    • 财政年份:
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