هی فایل

مقاله یادداشتی درباره وحدت یادگیری انطباقی آنلاین

عنوان مقاله فارسی: یادداشتی درباره وحدت یادگیری انطباقی آنلاین عنوان مقاله لاتین: A Note on the Unification of Adaptive Online Learning نویسندگان: 1Wenwu He; James Tin-Yau Kwok; Ji Zhu; Yang Liu تعداد صفحات: 13 سال انتشار: 2017 زبان: لاتین Abstract: In online convex optimization, adaptive algorithms, which can utilize the second-order information of the loss functions (sub)gradient, have shown improvements over standard gradient methods. This paper presents a framework Follow the Bregman Divergence Leader that unifies various existing adaptive algorithms from which new insights are revealed. Under the proposed framework, two simple adaptive online algorithms with improvable...

مقاله یادداشتی درباره وحدت یادگیری انطباقی آنلاین

عنوان مقاله فارسی: یادداشتی درباره وحدت یادگیری انطباقی آنلاین عنوان مقاله لاتین: A Note on the Unification of Adaptive Online Learning نویسندگان: 1Wenwu He; James Tin-Yau Kwok; Ji Zhu; Yang Liu تعداد صفحات: 13 سال انتشار: 2017 زبان: لاتین Abstract: In online convex optimization, adaptive algorithms, which can utilize the second-order information of the loss functions (sub)gradient, have shown improvements over standard gradient methods. This paper presents a framework Follow the Bregman Divergence Leader that unifies various existing adaptive algorithms from which new insights are revealed. Under the proposed framework, two simple adaptive online algorithms with improvable...