比利时vs摩洛哥足彩
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university of california san diego
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math 278c: optimization and data science
prof. hongchao zhang
louisiana state university (zhc@lsu.edu)
proximal gradient method for nonconvex composite optimization
abstract:
this talk introduces a unified proximal gradient method with extrapolation (upg-e) to solve a class of nonconvex and nonsmooth composite optimization. upg-e provides unified treatment to both convex and nonconvex problems, and adaptively estimates the nonconvexity modulus of the possibly nonconvex component function in the objective function. in this talk, we will discuss the global convergence and convergence rate of upg-e for solving both convex and nonconvex composite optimization. we will also show the promising numerical performance of upg-e compared with other well-established proximal gradient methods in the literature.
jiawang nie
september 17, 2024
3:00 pm
ap&m 5218
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