Homogeneous Second-Order Descent Framework: A Fast Alternative to Newton-Type Methods

This paper proposes a homogeneous second-order descent framework (HSODF) for nonconvex and convex optimization based on the generalized homogeneous model (GHM). In comparison to the Newton steps, the GHM can be solved by extremal symmetric eigenvalue procedures and thus grant an advantage in ill-con...

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Hauptverfasser:	He, Chang, Jiang, Yuntian, Zhang, Chuwen, Ge, Dongdong, Jiang, Bo, Ye, Yinyu
Format:	Artikel
Sprache:	eng
Schlagworte:	Mathematics - Optimization and Control
Online-Zugang:	Volltext bestellen
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