مقاله یادگیری یک روش خطی همراه در تنظیمات آنلاین

عنوان مقاله فارسی: یادگیری یک روش خطی همراه در تنظیمات آنلاین عنوان مقاله لاتین: Learning a Coupled Linearized Method in Online Setting نویسندگان: Wei Xue; Wensheng Zhang تعداد صفحات: 12 سال انتشار: 2017 زبان: لاتین Abstract: Based on the alternating direction method of multipliers, in this paper, we propose, analyze, and test a coupled linearized method, which aims to minimize an unconstrained problem consisting of a loss term and a regularization term in an online setting. To solve this problem, we first transform it into an equivalent constrained minimization problem with a separable structure. Then, we split the corresponding augmented Lagrangian function and minimize the resulting subproblems distributedly with one variable by fixing another one. This method