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GLOBAL SOLUTIONS TO FOLDED CONCAVE PENALIZED NONCONVEX LEARNING

This paper is concerned with solving nonconvex learning problems with folded concave penalty. Despite that their global solutions entail desirable statistical properties, there lack optimization techniques that guarantee global optimality in a general setting. In this paper, we show that a class of...

Deskribapen osoa

Gorde:
Xehetasun bibliografikoak
Argitaratua izan da:Ann Stat
Egile Nagusiak: Liu, Hongcheng, Yao, Tao, Li, Runze
Formatua: Artigo
Hizkuntza:Inglês
Argitaratua: 2016
Gaiak:
Sarrera elektronikoa:https://ncbi.nlm.nih.gov/pmc/articles/PMC4851172/
https://ncbi.nlm.nih.gov/pubmed/27141126
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1214/15-AOS1380
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