M. Collins, S. Dasgupta, R. Schapire, “A generalization of principal components to the exponential family”, Annual Conference of Neural Information Processing Systems, NIPS 2001, 2001
Sajama, A. Orlitsky, “Semi-parametric exponential family PCA”, NIPS 2004, 2004.
Y. Guo, “Supervised exponential family principal component analysis via convex optimization”, International Conference on Neural Information Processing Systems, pages 569–576, 2009.
K. Heller, Z. Ghahramani , "Bayesian exponential family PCA", Neural Information Processing Systems, NIPS 2009, 2009.
M. Lu, J. Huang, X. Qian, "Sparse exponential family principal component analysis", Pattern Recognition, pages 681-691, 2016.
J. Li, D. Tao, “Simple exponential family PCA”, International Conference on Artificial Intelligence and Statistics, Volume 9, pages 453-460, 2018.
L. Liu, E. Dobriban, A. Singer, " ePCA: high dimensional exponential family PCA", Annals of Applied Statistics, pages 2121-2150, 2018.
M. Lu, K. He, J. Huang, X. Qian “Principal Component Analysis for Exponential Family Data”, Chapter in Advances in Principal Component Analysis, pages 193-223, 2018.
T. Zhang, B. Yang, Q. Song, J. Su, “Flexible Principal Component Analysis for Exponential Family Distributions”, Preprint, 2021.
X. Zheng, S. Mak, L. Xie, Y. Xie, “eRPCA: Robust Principal Component Analysis for Exponential Family Distributions”, Statistical Analysis and Data Mining, Volume 17, No. 2, March 2024.