Online sparse passive aggressive learning with kernels

• المؤلفون الرئيسيون: LU, Jing, ZHAO, Peilin, HOI, Steven C. H.
• التنسيق: text
• اللغة: English
• منشور في: Institutional Knowledge at Singapore Management University 2016
• الموضوعات: Computer Sciences; Databases and Information Systems; Theory and Algorithms
• الوصول للمادة أونلاين: https://ink.library.smu.edu.sg/sis_research/3416; https://ink.library.smu.edu.sg/context/sis_research/article/4417/viewcontent/Onlinesparsepassiveaggressivelearningwithkernels.pdf
• المؤسسة: Singapore Management University

Conventional online kernel methods often yield an unboundedlarge number of support vectors, making them inefficient and non-scalable forlarge-scale applications. Recent studies on bounded kernel-based onlinelearning have attempted to overcome this shortcoming. Although they can boundthe number of su...