57 citations · 57 across the 2 of their papers we have counts for
2 papers
stat.ML2011★ 57 cited
Variational Gaussian Process Dynamical Systems
Andreas C. Damianou, Michalis K. Titsias, Neil D. Lawrence
High dimensional time series are endemic in applications of machine learning such as robotics (sensor data), computational biology (gene expression data), vision (video sequences)…
stat.ML2011
Residual Component Analysis
Alfredo A. Kalaitzis, Neil D. Lawrence
Probabilistic principal component analysis (PPCA) seeks a low dimensional representation of a data set in the presence of independent spherical Gaussian noise, Sigma = (sigma^2)*I.…