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#1 On the Practical Robustness of the Nesterov’s Accelerated Quasi-Newton Method [PDF] [Copy] [Kimi]

Authors: S. Indrapriyadarsini ; Hiroshi Ninomiya ; Takeshi Kamio ; Hideki Asai

This study focuses on the Nesterov's accelerated quasi-Newton (NAQ) method in the context of deep neural networks (DNN) and its applications. The thesis objective is to confirm the robustness and efficiency of Nesterov's acceleration to quasi-Netwon (QN) methods by developing practical algorithms for different fields of optimization problems.