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math.NA2017★ 4 cited
Stochastic Gradient Descent for Linear Systems with Missing Data
Anna Ma, Deanna Needell
Traditional methods for solving linear systems have quickly become impractical due to an increase in the size of available data. Utilizing massive amounts of data is further compli…
math.NA2017
Iterative methods for solving factorized linear systems
Anna Ma, Deanna Needell, Aaditya Ramdas
Stochastic iterative algorithms such as the Kaczmarz and Gauss-Seidel methods have gained recent attention because of their speed, simplicity, and the ability to approximately solv…