A feature extraction model based on discriminative graph signals

Regularization and Variable Selection Via the Elastic Net

Hui Zou, Trevor Hastie · Journal of the Royal Statistical Society Series B (Statistical Methodology) · 2005 · 21K citations · Full text

Computing, Computer Science, Data Science +15

Distributed Optimization and Statistical Learning via the Alternating Direction Method of Multipliers

Stephen Boyd · Foundations and Trends® in Machine Learning · 2011 · 16K citations

Computing, Computer Science, Machine Learning +13

A tutorial on spectral clustering

Ulrike von Luxburg · Statistics and Computing · 2007 · 10.3K citations · Full text

Computing, Computer Science, Data Mining +10

The emerging field of signal processing on graphs: Extending high-dimensional data analysis to networks and other irregular domains

David I Shuman, Sunil K. Narang, Pascal Frossard et al. · IEEE Signal Processing Magazine · 2013 · 4.4K citations · Full text

Computing, Computer Science, Mathematics +15

Factorization Machines

Steffen Rendle · 2010 · 3.1K citations

Computing, Computer Science, Machine Learning +16