Stacked Gaussian Processes
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See: Stacked Models, Gaussian Processes, Deep Neural Networks.
References
2012
- Andreas C. Damianou, and Neil D. Lawrence. “Deep Gaussian Processes." arXiv preprint arXiv:1211.0358 (2012).
- QUOTE: ... (a)) with our model (b), stacked Isomap (c) and stacked PCA (d). Our ... For this simple example we created a toy data set by stacking two Gaussian processes as follows: the first Gaussian process employed a covariance function which was the sum of a linear and an quadratic ...
2009
- Marion Neumann, Kristian Kersting, Zhao Xu, and Daniel Schulz. “Stacked Gaussian process learning." In Data Mining, 2009. ICDM'09. Ninth IEEE International Conference on, pp. 387-396. IEEE, 2009.
- QUOTE: ... variants. Our experimental results on real-world data from the market relevant application show that stacked Gaussian processes learning can significantly improve prediction performance of a standard Gaussian process. Keywords ...