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cs.LG2013★ 4 cited
A novel sparsity and clustering regularization
Xiangrong Zeng, Mário A. T. Figueiredo
We propose a novel SPARsity and Clustering (SPARC) regularizer, which is a modified version of the previous octagonal shrinkage and clustering algorithm for regression (OSCAR), whe…
cs.CV2013★ 6 cited
Solving OSCAR regularization problems by proximal splitting algorithms
Xiangrong Zeng, Mário A. T. Figueiredo
The OSCAR (octagonal selection and clustering algorithm for regression) regularizer consists of a L_1 norm plus a pair-wise L_inf norm (responsible for its grouping behavior) and w…