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cs.DS2022
Composable Coresets for Constrained Determinant Maximization and Beyond
Sepideh Mahabadi, Thuy-Duong Vuong
We study algorithms for construction of composable coresets for the task of Determinant Maximization under partition constraint. Given a point set that is p…
cs.LG2022
Adaptive Sketches for Robust Regression with Importance Sampling
Sepideh Mahabadi, David P. Woodruff, Samson Zhou
We introduce data structures for solving robust regression through stochastic gradient descent (SGD) by sampling gradients with probability proportional to their norm, i.e., import…