Sparse kernel canonical correlation analysis for discovery of nonlinear interactions in high-dimensional data

[1] Hotelling H(1936)Relations between two sets of variates Biometrika 28 321-77

[2] Yamanishi Y(2004)Protein network inference from multiple genomic data: a supervised approach Bioinformatics 20 363-70

[3] Vert JP(2008)Quantifying the association between gene expressions and dna-markers by penalized canonical correlation analysis Stat Appl Genet Mol Biol 7 3-34

[4] Kanehisa M(2009)A penalized matrix decomposition, with applications to sparse principal components and canonical correlation analysis Biostatistics 10 515-99

[5] Waaijenborg S(2009)Highlighting relationships between heterogeneous biological data through graphical displays based on regularized canonical correlation analysis J Biol Syst 17 173-51

[6] Verselewel de Witt Hamer PC(2015)Sparse canonical correlation analysis from a predictive point of view Biom J 57 834-34

[7] Zwinderman AH(2009)Sparse canonical correlation analysis with application to genomic data integration Stat Appl Genet Mol Biol 8 1-48

[8] Witten DM(2003)Kernel independent component analysis J Mach Learn Res 3 1-30

[9] Tibshirani R(2003)Extraction of correlated gene clusters from multiple genomic data by generalized kernel canonical correlation analysis Bioinformatics 19 323-30

[10] Hastie T(2009)Sparse additive models J R Stat Soc Ser B Stat Methodol 71 1009-72

[1] Hotelling H(1936)Relations between two sets of variates Biometrika 28 321-77

[2] Yamanishi Y(2004)Protein network inference from multiple genomic data: a supervised approach Bioinformatics 20 363-70

[3] Vert JP(2008)Quantifying the association between gene expressions and dna-markers by penalized canonical correlation analysis Stat Appl Genet Mol Biol 7 3-34

[4] Kanehisa M(2009)A penalized matrix decomposition, with applications to sparse principal components and canonical correlation analysis Biostatistics 10 515-99

[5] Waaijenborg S(2009)Highlighting relationships between heterogeneous biological data through graphical displays based on regularized canonical correlation analysis J Biol Syst 17 173-51

[6] Verselewel de Witt Hamer PC(2015)Sparse canonical correlation analysis from a predictive point of view Biom J 57 834-34

[7] Zwinderman AH(2009)Sparse canonical correlation analysis with application to genomic data integration Stat Appl Genet Mol Biol 8 1-48

[8] Witten DM(2003)Kernel independent component analysis J Mach Learn Res 3 1-30

[9] Tibshirani R(2003)Extraction of correlated gene clusters from multiple genomic data by generalized kernel canonical correlation analysis Bioinformatics 19 323-30

[10] Hastie T(2009)Sparse additive models J R Stat Soc Ser B Stat Methodol 71 1009-72