www-ai.cs.tu-dortmund.de/LEHRE/VORLESUNGEN/LOPT/SS16/index.html
TU Dortmund -- Computer Science VIII
FnT ML, 2010
Online ADM, ICML 2012
Fast Stochastic ADMM, ICML 2014
Accelerated ADMM, KDD 2015
Sentence Regularization by ADMM, ICML 2014
Bregman ADMM
Accelerated Linearized ADMM, SIAM J. Imaging Sci, [...] order, ICML 2011 [Chosen by Michael]
K-FAC, ICML 2011
Stochastic quasi-Netwon, AISTATS 2007
SFO, ICML 2014
[Proximal gradient and acceleration]
Basis paper: FISTA: A Fast Iterative Shrinkage-Thresholding Algorithm [...] Image Processing
Lasso, J. Royal Stat. Soc. 2003
Generalized Lasso, Ann. Stat. 2011
Fused Lasso, AAAI 2014
Blind source separation
Blind source separation-based dictionary learning
Inpainting, Computer Journal …