Integrating different data types by regularized unsupervised multiple kernel learning with application to cancer subtype discovery

Author:

Speicher Nora K.,Pfeifer Nico

Publisher

Oxford University Press (OUP)

Subject

Computational Mathematics,Computational Theory and Mathematics,Computer Science Applications,Molecular Biology,Biochemistry,Statistics and Probability

Reference18 articles.

1. Gärtner T. . (2002) Multi-instance kernels. In: Sammut C. Hoffmann A.G. (eds), Proceedings of the 19th International Conference on Machine Learning. Morgan Kaufmann, San Francisco, USA, pp. 179–186

2. Hallmarks of Cancer: The Next Generation

3. He X. Niyogi P. (2004) Locality preserving projections. In: Thrun S. (eds.) Advances in Neural Information Processing Systems 16. MIT Press, Cambridge, MA, pp. 153–160.

4. Hosmer D.W. Jr. . (2011) Applied Survival Analysis: Regression Modeling of Time to Event Data. Wiley, New York.

5. Huang H.-C. . (2012) Affinity aggregation for spectral clustering. In: Proceedings of the 2012 IEEE Conference on Computer Vision and Pattern Recognition (CVPR). IEEE Computer Society, Washington DC, USA, pp. 773–780.

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