Matrix-variate discriminative analysis, integrative hypothesis testing, and Geno-Pheno A5 analyzer | |
Xu, Lei | |
2013 | |
英文摘要 | A general perspective is provided on both on hypothesis testing and discriminative analyses, by which matrix-variate discriminative analyses are proposed based on the matrix normal distribution, featured by a bi-linear extension of Fisher linear discriminant analysis and a further extension to binary variables. Moreover, a general formulation is proposed for integrative hypothesis testing and five typical categories are summarized. Furthermore, major techniques for variable selection are briefly elaborated. Finally, taking analyses of gene expression and exome sequencing as examples, we further propose a general procedure called Geno-Pheno A5 Analyzer for integrative discriminant analysis. ? Springer-Verlag 2013.; EI; 0 |
语种 | 英语 |
DOI标识 | 10.1007/978-3-642-36669-7_105 |
内容类型 | 其他 |
源URL | [http://ir.pku.edu.cn/handle/20.500.11897/407253] |
专题 | 信息科学技术学院 |
推荐引用方式 GB/T 7714 | Xu, Lei. Matrix-variate discriminative analysis, integrative hypothesis testing, and Geno-Pheno A5 analyzer. 2013-01-01. |
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