Kernel PCA (KPCA)
B. Scholkopf, A. Smola, K. Muller, “Kernel Principal Component Analysis”, International Conference on Artificial Neural Networks, ICANN 1997, pages 583-588, 1997.
B. Scholkopf, A. Smola, K. Muller, “Nonlinear Component Analysis as a Kernel Eigenvalue Problem", Neural Computation, Volume 10, No.5, pages 1299-1319, 1998.
H. Hoffmann, "Kernel PCA for Novelty Detection", Pattern Recognition, Volume 40, Issue 3, pages 863-874, March 2007.
L. He, Y. Yang, B. Zhang, “Robust PCA for high-dimensional data based on characteristic transformation”, Australian and New Zealand Journal of Statistics, Volume 65, Issue 2, pages 127-151, 2023
Iterative KPCA [Hebbian Kernel]
K. Kim, M. Franz, B. Scholkopf, “Iterative kernel principal component analysis for image modeling", IEEE Transactions on Pattern Analysis and Machine Intelligence, Volume 27, Issue 9, pages 1351-1366, 2005.
S. Gunter, N. Schraudolph, S. Vishwanathan “Fast Iterative Kernel Principal Component Analysis”, Journal of Machine Learning Research, pages 1893-1918, 2007.
Incremental KPCA
T. Chin, D. Suter, "Incremental Kernel Principal Component Analysis", IEEE Transactions on Image Processing, Volume.16, No. 6, pages 1662-1674, June 2007
P. Honeine, "Online Kernel Principal Component Analysis: A Reduced-Order Model", IEEE Transactions on Pattern Analysis and Machine Intelligence, Volume 34, No. 9, pages 1814-1826, September 2012.
RKPCA
M. Nguyen, F. Torre, "Robust Kernel Principal Component Analysis", NIPS 2008, 2008.
E-PCA [Euler Kernel]
S. Liwick, G. Tzimiropoulos, S. Zafeiriou, M. Pantic, "Euler principal component analysis", International Journal on Computer Vision, Volume 101, Issue 3,pages 498–518, February 2013.
Streaming KPCA
M. Ghasham, D. Perry, M. Phillips, "Streaming Kernel Principal Component Analysis", International Conference on Artificial Intelligence and Statistics, AISTATS 2016, 2016.