Projection-free distributed online learning in networks

• Main Authors: ZHANG, Wenpeng, ZHAO, Peilin, ZHU, Wenwu, HOI, Steven C. H., ZHANG, Tong
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2017
• Subjects: Theory and Algorithms
• Online Access: https://ink.library.smu.edu.sg/sis_research/3970; https://ink.library.smu.edu.sg/context/sis_research/article/4972/viewcontent/26._Oct05_2017___Projection_free_Distributed_Online_Learning_in_Networks__ICML2017_.pdf
• Institution: Singapore Management University

The conditional gradient algorithm has regained a surge of research interest in recent years due to its high efficiency in handling large-scale machine learning problems. However, none of existing studies has explored it in the distributed online learning setting, where locally light computation is...