## Semi-Supervised Learning |

**Some relevant publications:**

- Zhu, X., Kandola, J., Lafferty, J. and Ghahramani, Z. (2006)

Graph Kernels by Spectral Transforms.

In Chapelle, O., Schoelkopf, B. and Zien, A. (eds)**Semi-Supervised Learning**. MIT Press. - Zhu, X., Kandola, J., Ghahramani, Z. and Lafferty, J. (2005)

Nonparametric Transforms of Graph Kernels for Semi-Supervised Learning.

In*Advances in Neural Information Processing Systems 17*.**(NIPS-2004)** - Zhu, X., Lafferty, J., and Ghahramani, Z. (2003)

Semi-Supervised Learning: From Gaussian Fields to Gaussian Processes.

*CMU tech report CMU-CS-03-175*, 2003. [gzipped ps | pdf] - Zhu, X.,
Lafferty, J. and Ghahramani, Z. (2003)

Combining Active Learning and Semi-Supervised Learning Using Gaussian Fields and Harmonic Functions.

*In Proc. of the ICML 2003 workshop on The Continuum from Labeled to Unlabeled Data in Machine Learning and Data Mining*. pp. 58-65 [gzipped ps | pdf] -
Zhu, X., Ghahramani, Z. and Lafferty, J.(2003)

Semi-Supervised Learning Using Gaussian Fields and Harmonic Functions

*The Twentieth International Conference on Machine Learning (ICML-2003)*. pp 912-919[gzipped ps | pdf] -
Jin, R. and Ghahramani, Z. (2003)

Learning with Multiple Labels.

In**Advances in Neural Information Processing Systems 15**. Cambridge, MA: MIT Press. -
Zhu, X., and Ghahramani, Z. (2002) Towards Semi-Supervised Classification with Markov Random Fields

*CMU CALD tech report CMU-CALD-02-106*, 2002. [pdf] -
Zhu, X., and Ghahramani, Z. (2002) Learning from Labeled and Unlabeled Data with Label Propagation

*CMU CALD tech report CMU-CALD-02-107*, 2002. [gzipped ps | pdf | short version]