On the effect and remedies of shrinkage on classification probability estimation

Shrinkage methods have been shown to be effective for classification problems. As a form of regularization, shrinkage through penalization helps to avoid overfitting and produces accurate classifiers for prediction, especially when the dimension is relatively high. Despite the benefit of shrinkage o...

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Bibliographic Details
Main Authors: WU, Zhengxiao, LIU, Yufeng
Format: text
Language:English
Published: Institutional Knowledge at Singapore Management University 2013
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Online Access:https://ink.library.smu.edu.sg/soe_research_all/12
https://ink.library.smu.edu.sg/cgi/viewcontent.cgi?article=1011&context=soe_research_all
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Institution: Singapore Management University
Language: English