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researcher

W. Swartworth

16 papers hereh-index 8168 citations23 works total

Matching runs newest-first, so older work may not be attached to this profile yet.

author position
  • first author5
  • middle author9
  • last author2

Across the 16 of 16 papers where every author was matched, so the position is known.

fields
  • cs.DS10
  • cs.LG2
  • math.NA2
  • cs.IT1
  • stat.CO1

identity via Semantic Scholar / OpenAlex

activity
20202026
most citedQuantile-based Iterative Methods for Corrupted Systems of Linear Equations

1 citations · 1 across the 14 of their papers we have counts for

collaborators
Showing 2022Show all

3 papers · 1 filter

stat.CO2022

Population-Based Hierarchical Non-negative Matrix Factorization for Survey Data

Xiaofu Ding, Xinyu Dong, Olivia McGough +6

Motivated by the problem of identifying potential hierarchical population structure on modern survey data containing a wide range of complex data types, we introduce population-bas…

cs.LG2022

SP2: A Second Order Stochastic Polyak Method

Shuang Li, William J. Swartworth, Martin Takáč +2

Recently the "SP" (Stochastic Polyak step size) method has emerged as a competitive adaptive method for setting the step sizes of SGD. SP can be interpreted as a method specialized…

cs.DS2022

Testing Positive Semidefiniteness Using Linear Measurements

Deanna Needell, William Swartworth, David P. Woodruff

We study the problem of testing whether a symmetric d×d input matrix A is symmetric positive semidefinite (PSD), or is ε-far from the PSD cone, meaning that $λ_{\min}(…

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