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HIGH DIMENSIONAL COVARIANCE MATRIX ESTIMATION IN APPROXIMATE FACTOR MODELS

The variance covariance matrix plays a central role in the inferential theories of high dimensional factor models in finance and economics. Popular regularization methods of directly exploiting sparsity are not directly applicable to many financial problems. Classical methods of estimating the covar...

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Autori principali: Fan, Jianqing, Liao, Yuan, Mincheva, Martina
Natura: Artigo
Lingua:Inglês
Pubblicazione: 2011
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Accesso online:https://ncbi.nlm.nih.gov/pmc/articles/PMC3363011/
https://ncbi.nlm.nih.gov/pubmed/22661790
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1214/11-AOS944
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