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Dual Decomposed Learning with Factorwise Oracles for Structural SVMs of Large Output Domain

Many applications of machine learning involve structured outputs with large domains, where learning of a structured predictor is prohibitive due to repetitive calls to an expensive inference oracle. In this work, we show that by decomposing training of a Structural Support Vector Machine (SVM) into...

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書目詳細資料
發表在:Adv Neural Inf Process Syst
Main Authors: Yen, Ian E.H., Huang, Xiangru, Zhong, Kai, Zhang, Ruohan, Ravikumar, Pradeep, Dhillon, Inderjit S.
格式: Artigo
語言:Inglês
出版: 2016
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在線閱讀:https://ncbi.nlm.nih.gov/pmc/articles/PMC5898830/
https://ncbi.nlm.nih.gov/pubmed/29657512
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