124 citations · 147 across the 12 of their papers we have counts for
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Randomized Kaczmarz for Tensor Linear Systems
Anna Ma, Denali Molitor
Solving linear systems of equations is a fundamental problem in mathematics. When the linear system is so large that it cannot be loaded into memory at once, iterative methods such…
Randomized Kaczmarz with Averaging
Jacob D. Moorman, Thomas K. Tu, Denali Molitor +1
The randomized Kaczmarz (RK) method is an iterative method for approximating the least-squares solution of large linear systems of equations. The standard RK method uses sequential…
Adaptive Sketch-and-Project Methods for Solving Linear Systems
Robert Gower, Denali Molitor, Jacob Moorman +1
We present new adaptive sampling rules for the sketch-and-project method for solving linear systems. To deduce our new sampling rules, we first show how the progress of one step of…
Matrix Completion for Structured Observations
Denali Molitor, Deanna Needell
The need to predict or fill-in missing data, often referred to as matrix completion, is a common challenge in today's data-driven world. Previous strategies typically assume that n…