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Home/Authors/Guan-Yu Chen

Guan-Yu Chen

1 indexed paper

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26

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Numerical Analysis×1Stats ML×1

Frequent co-authors

Dong-Yue Xie1×
Xi Yang1×
Zun-Hao Zheng1×

Research Timeline

2026
Sequential Preconditioned Conjugate Gradient Method for Linear Statistical Models

This paper proposes a randomized iterative method called Sequential Preconditioned Conjugate Gradient Method (SPCG) for large-scale linear statistical models, which significantly reduces computational cost by solving smaller subproblems.

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Papers

math.NAstat.MLNEWTheoreticalJul 28, 2026

Sequential Preconditioned Conjugate Gradient Method for Linear Statistical Models

Guan-Yu Chen, Dong-Yue Xie, Xi Yang, Zun-Hao Zheng

This paper proposes a randomized iterative method called Sequential Preconditioned Conjugate Gradient Method (SPCG) for large-scale linear statistical models, which significantly reduces computational…

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