Contamination removal methods in cDNA microarray data
被引:0
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作者:
Chan, Shih-Huang
论文数: 0引用数: 0
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机构:
Natl Cheng Kung Univ, Dept Stat, Tainan 70101, TaiwanNatl Cheng Kung Univ, Dept Stat, Tainan 70101, Taiwan
Chan, Shih-Huang
[1
]
Chang, Wan-Chi
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机构:
Natl Cheng Kung Univ, Dept Stat, Tainan 70101, TaiwanNatl Cheng Kung Univ, Dept Stat, Tainan 70101, Taiwan
Chang, Wan-Chi
[1
]
论文数: 引用数:
h-index:
机构:
Lin, Chien-Ju
[1
]
机构:
[1] Natl Cheng Kung Univ, Dept Stat, Tainan 70101, Taiwan
来源:
2006 IEEE INTERNATIONAL WORKSHOP ON GENOMIC SIGNAL PROCESSING AND STATISTICS
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2006年
关键词:
D O I:
10.1109/GENSIPS.2006.353145
中图分类号:
TP39 [计算机的应用];
学科分类号:
081203 ;
0835 ;
摘要:
Our objective is to detect and remedy the contaminated spots for cDNA microarray data. To check the existence of unusual spots, single linkage clustering is used to assess the background intensities. Then, K-means clustering method is applied to identify the contaminated area. We estimate the amount of contamination, for background and foreground, through the use of nonparametric spline regression and empirical cumulative distribution approach, separately. A simulation study shows that the performance of the recommended approach is promising.
机构:
Univ Texas, Hlth Sci Ctr, Program Genom & Bioinformat Drug Addict, Dept Psychiat, San Antonio, TX 78229 USAUniv Texas, Hlth Sci Ctr, Program Genom & Bioinformat Drug Addict, Dept Psychiat, San Antonio, TX 78229 USA
Wang, J
Ma, JZ
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机构:
Univ Texas, Hlth Sci Ctr, Program Genom & Bioinformat Drug Addict, Dept Psychiat, San Antonio, TX 78229 USAUniv Texas, Hlth Sci Ctr, Program Genom & Bioinformat Drug Addict, Dept Psychiat, San Antonio, TX 78229 USA
Ma, JZ
Li, MD
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机构:
Univ Texas, Hlth Sci Ctr, Program Genom & Bioinformat Drug Addict, Dept Psychiat, San Antonio, TX 78229 USAUniv Texas, Hlth Sci Ctr, Program Genom & Bioinformat Drug Addict, Dept Psychiat, San Antonio, TX 78229 USA