Predication of different stages of Alzheimer's disease using neighborhood component analysis and ensemble decision tree

Jin Mingwu; Deng Weishu

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Predication of different stages of Alzheimer's disease using neighborhood component analysis and ensemble decision tree

机译：邻域分量分析和集合决策树对阿尔茨海默病不同阶段的预测

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Background: There is a spectrum of the progression from healthy control (HC) to mild cognitive impairment (MCI) without conversion to Alzheimer's disease (AD), to MCI with conversion to AD (cMCI), and to AD. This study aims to predict the different disease stages using brain structural information provided by magnetic resonance imaging (MRI) data.

机译：背景：在健康对照（HC）中，对轻度的认知障碍（MCI）存在频谱，而不转化为Alzheimer的疾病（AD），以转换为广告（CMCI）和广告。本研究旨在使用磁共振成像（MRI）数据提供的脑结构信息来预测不同的疾病阶段。

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来源
《Journal of Neuroscience Methods》 |2018年第2018期|共7页
作者
Jin Mingwu; Deng Weishu;
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作者单位

Univ Texas Arlington Dept Phys 502 Yates St Box 19059 Arlington TX 76019 USA;

Univ Texas Arlington Dept Phys 502 Yates St Box 19059 Arlington TX 76019 USA;

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原文格式 PDF
正文语种 eng
中图分类人体生理学;
关键词
Magnetic resonance imaging (MRI) data; Structural measurements; Neighborhood component analysis (NCA); Ensemble decision tree; Boosting; Cross validation; Alzheimer's disease (AD); Mild cognitive impairment (MCI);

机译：磁共振成像（MRI）数据;结构测量;邻域分量分析（NCA）;合奏决策树;提升;交叉验证;阿尔茨海默病（广告）;轻度认知障碍（MCI）;

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1. Predication of different stages of Alzheimer's disease using neighborhood component analysis and ensemble decision tree [J] . Jin Mingwu, Deng Weishu Journal of Neuroscience Methods . 2018,第期

机译：邻域分量分析和集合决策树对阿尔茨海默病不同阶段的预测
2. Decision trees for the analysis of genes involved in Alzheimer's disease pathology [J] . Sonia L Mestizo Gutierrez, Marisol Herrera Rivero, Nicro Cruz Ramirez, Journal of Theoretical Biology . 2014,第Null期

机译：决策树，用于分析与阿尔茨海默氏病病理相关的基因
3. Decision trees for the analysis of genes involved in Alzheimer's disease pathology [J] . Sonia L Mestizo Gutierrez, Marisol Herrera Rivero, Nicro Cruz Ramirez, Journal of Theoretical Biology . 2014,第Null期

机译：决策树，用于分析与阿尔茨海默氏病病理相关的基因
4. Independent component analysis based assessment of linked gray and white matter in the initial stages of Alzheimer's disease using structural MRI phase images [C] . Tufail Ahsan Bin, Rehman Rizvi Syed Abdul, Siddiqui Adil Masood, International Computer Science and Engineering Conference . 2013

机译：基于独立成分分析的结构性MRI相图评估阿尔茨海默氏病初期灰白质相关性
5. Long-Term Care Decision-Making Experiences in Christian Spouse Caregivers of Mates in Later Stages of Alzheimer’s Disease [D] . Burks, Bobbie K. 2020

机译：在Alzheimer疾病的后期伴侣的基督徒配偶看护人的长期护理决策经验
6. Decision tree analysis of genetic risk for clinically heterogeneous Alzheimer’s disease [O] . Jennifer S Yokoyama, Luke W Bonham, Renee L Sears, 2015

机译：临床异质性阿尔茨海默氏病遗传风险的决策树分析
7. Comparison analysis of decision tree and ensemble models in the classification of chronic kidney diseases [O] . Olawumi OLASUNKANMİ, Odunayo OLANLOYE, Abdulquadri ADEGBİJİ 2020

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Predication of different stages of Alzheimer's disease using neighborhood component analysis and ensemble decision tree

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