Sparse canonical methods for biological data integration: application to a cross-platform study

Author:

Lê Cao Kim-Anh,Martin Pascal GP,Robert-Granié Christèle,Besse Philippe

Publisher

Springer Science and Business Media LLC

Subject

Applied Mathematics,Computer Science Applications,Molecular Biology,Biochemistry,Structural Biology

Reference36 articles.

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2. Hotelling H: Relations between two sets of variates. Biometrika. 1936, 28: 321-377.

3. Krämer N: An overview of the shrinkage properties of partial least squares regression. Computational Statistics. 2007, 22 (2): 249-273. 10.1007/s00180-007-0038-z.

4. Chun H, Keles S: Sparse Partial Least Squares Regression with an Application to Genome Scale Transcription Factor Analysis. Tech rep. 2007, Department of Statistics, University of Wisconsin, Madison, USA

5. Bylesjö M, Eriksson D, Kusano M, Moritz T, Trygg J: Data integration in plant biology: the O2PLS method for combined modeling of transcript and metabolite data. The Plant Journal. 2007, 52: 1181-1191.

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